Academic Journal
ETL Application with R Shiny Visualization.
| Τίτλος: | ETL Application with R Shiny Visualization. |
|---|---|
| Συγγραφείς: | Bergmann M; Data Integration Center, Medical University Lausitz - Carl Thiem, Cottbus, Germany., Hübner D; Data Integration Center, Medical University Lausitz - Carl Thiem, Cottbus, Germany., Ewald A; Data Integration Center, Medical University Lausitz - Carl Thiem, Cottbus, Germany., Bathelt F; Data Integration Center, Medical University Lausitz - Carl Thiem, Cottbus, Germany. |
| Πηγή: | Studies in health technology and informatics [Stud Health Technol Inform] 2026 May 21; Vol. 336, pp. 1385-1389. |
| Τύπος έκδοσης: | Journal Article |
| Γλώσσα: | English |
| Στοιχεία περιοδικού: | Publisher: IOS Press Country of Publication: Netherlands NLM ID: 9214582 Publication Model: Print Cited Medium: Internet ISSN: 1879-8365 (Electronic) Linking ISSN: 09269630 NLM ISO Abbreviation: Stud Health Technol Inform Subsets: MEDLINE |
| Imprint Name(s): | Original Publication: Amsterdam ; Washington, DC : IOS Press, 1991- |
| Ιατρικοί όροι (MeSH): | Dashboard Systems* , Software* , Health Information Systems*, Humans ; Data Accuracy ; Workflow |
| Περίληψη: | We present a modular ETL framework tailored to the healthcare domain, designed for flexibility across heterogeneous data sources and robust correctness through automated validation and concurrency control. Coupled with an interactive R/Shiny application, our solution provides real-time monitoring, error exploration, and performance visualization for complex parallel data pipelines. Benchmarking against legacy linear workflows demonstrates a reduction in processing times by a factor of 1.59 and error detection times of factor 2.8 with the help of the R/Shiny monitoring. This paper details the system's architecture, logging schema, and dashboard features, highlighting its impact on operational transparency and data quality assurance in clinical research. |
| Contributed Indexing: | Keywords: Data Integration Center; Data Processing; Data Quality; ETL; Visualization |
| Entry Date(s): | Date Created: 20260523 Date Completed: 20260807 Latest Revision: 20260807 |
| Update Code: | 20260807 |
| DOI: | 10.3233/SHTI260436 |
| PMID: | 42175108 |
| Βάση Δεδομένων: | MEDLINE |
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