Use of Metadata-Driven Approaches for Data Harmonization in the Medical Domain: Scoping Review.
Yuan PengFranziska BatheltRichard GeblerRobert GöttAndreas HeidenreichElisa HenkeDennis KadiogluStephan LorenzAbishaa VengadeswaranMartin SedlmayrPublished in: JMIR medical informatics (2024)
Our literature review shows that using metadata-driven (MDD) approaches to develop an ETL/ELT process can serve different purposes in different thematic categories. The results show that it is promising to implement an ETL/ELT process by applying MDD approach to automate the data transformation from Fast Healthcare Interoperability Resources to Observational Medical Outcomes Partnership Common Data Model. However, the determining of an appropriate MDD approach and tool to implement such an ETL/ELT process remains a challenge. This is due to the lack of comprehensive insight into the characterizations of the MDD approaches presented in this study. Therefore, our next step is to evaluate the MDD approaches presented in this study and to determine the most appropriate MDD approaches and the way to integrate them into the ETL/ELT process. This could verify the ability of using MDD approaches to generalize the ETL process for harmonizing medical data.