{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:44:41Z","timestamp":1779403481936,"version":"3.53.1"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686615","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T00:00:00Z","timestamp":1779321600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,5,21]]},"abstract":"<jats:p>Ensuring the reliability and impact of data-driven research requires high-quality data. The more complex the source system and data processing pipelines are, the higher the risk of poor data quality (DQ) during analysis, which in turn compromises the research outcomes. Even for well-structured and standardized data, such as the oncological standardized dataset (oBDS), medical research projects must assess DQ to ensure the reliability of their results. This study assesses the quality of the oncological standardized dataset mapped to FHIR resources across six German university hospitals. Automated DQ checks using Pathling and Great Expectations were implemented on the FHIR resources to evaluate key dimensions of DQ. It demonstrates that DQ varies across data sources, indicating that high DQ cannot be assumed to be uniform even if the dataset is standardized. The results of this assessment will be integrated into the Real World Data Platform of the Bavarian Cancer Research Center (BZKF), enhancing its ability to provide researchers with high-quality oncological data for scientific studies.<\/jats:p>","DOI":"10.3233\/shti260400","type":"book-chapter","created":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:03:55Z","timestamp":1779401035000},"source":"Crossref","is-referenced-by-count":0,"title":["Multi-Centric Quality Analysis of Oncological Data in FHIR"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-3050-2131","authenticated-orcid":false,"given":"Clara","family":"Fischer","sequence":"first","affiliation":[{"name":"Medical Data Integration Center (MEDIZUKR), University Hospital Regensburg, Regensburg, Germany"},{"name":"Bavarian Cancer Research Center (BZKF)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1261-3691","authenticated-orcid":false,"given":"Christian","family":"Gulden","sequence":"additional","affiliation":[{"name":"Medical Center for Information and Communication Technology, Universit\u00e4tsklinikum Erlangen, Erlangen, Germany"},{"name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Medical Informatics, Erlangen, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-0199-2009","authenticated-orcid":false,"given":"Dorian","family":"Quell","sequence":"additional","affiliation":[{"name":"Digital Medicine, University Hospital of Augsburg, Augsburg, Germany"},{"name":"Bavarian Cancer Research Center (BZKF)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-5362-5228","authenticated-orcid":false,"given":"Jasmin","family":"Ziegler","sequence":"additional","affiliation":[{"name":"Medical Center for Information and Communication Technology, Universit\u00e4tsklinikum Erlangen, Erlangen, Germany"},{"name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Medical Informatics, Erlangen, Germany"},{"name":"Bavarian Cancer Research Center (BZKF)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3056-0143","authenticated-orcid":false,"given":"Dirk","family":"Hellwig","sequence":"additional","affiliation":[{"name":"Medical Data Integration Center (MEDIZUKR), University Hospital Regensburg, Regensburg, Germany"},{"name":"Department of Nuclear Medicine, University Hospital Regensburg, Regensburg, Germany"},{"name":"Bavarian Cancer Research Center (BZKF)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6864-8936","authenticated-orcid":false,"given":"Thomas","family":"Ganslandt","sequence":"additional","affiliation":[{"name":"Medical Center for Information and Communication Technology, Universit\u00e4tsklinikum Erlangen, Erlangen, Germany"},{"name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Medical Informatics, Erlangen, Germany"},{"name":"Bavarian Cancer Research Center (BZKF)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8781-8187","authenticated-orcid":false,"given":"Tobias","family":"Pukrop","sequence":"additional","affiliation":[{"name":"Department of Internal Medicine 3, University Hospital Regensburg, Regensburg, Germany"},{"name":"Bavarian Cancer Research Center (BZKF)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4808-0700","authenticated-orcid":false,"given":"Peter","family":"Pallaoro","sequence":"additional","affiliation":[{"name":"Data Integration Center, Klinikum rechts der Isar, School of Medicine and Health, Technical University of Munich, Munich, Germany"},{"name":"Bavarian Cancer Research Center (BZKF)"},{"name":"Technical University of Munich, TUM School of Medicine and Health, Institute for AI and Informatics in Medicine (AIIM), TUM University Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Opening the Personal Gate between Technology and Health Care"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI260400","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:03:55Z","timestamp":1779401035000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI260400"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,21]]},"ISBN":["9781643686615"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti260400","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,21]]}}}