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Challenges in Preprocessing Routine Laboratory Data for Machine Learning

Published in Studies in Health Technology and Informatics • Jun 28, 2026
Authors:
Katharina Wendt
,
NAPKON Study Group
,
Michael Marschollek

Abstract

Post-Covid syndrome remains a major clinical challenge due to the lack of specific biomarkers and reliance on exclusion criteria. Routine laboratory data offers potential for identifying biological signatures, but their use in machine learning is hampered by data quality issues. This study investiga...

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