Optimizing the efficiency and effectiveness of data quality assurance in a multicenter clinical dataset
The GEMINI approach represents a scalable framework for data quality assessment and improvement in multisite EHR research databases. Manual data review is important but can be minimized to optimize the trade-off between true and false identification of data quality errors.
Authors
- Fahad A. Razak (ORCID: https://orcid.org/0000-0001-9195-7286)
- Jason C. Kwan (ORCID: https://orcid.org/0000-0001-9933-1536)
- L Joyce
- Amol A. Verma (ORCID: https://orcid.org/0000-0001-6857-931X)
- R. Roy (ORCID: https://orcid.org/0000-0001-8763-8450)
- Kieran Shah
- Amelia Wilkinson
- Nancy L. Harris (ORCID: https://orcid.org/0000-0001-6661-4249)
- Nicholas Pellegrino (ORCID: https://orcid.org/0000-0002-2102-2431)
- Vivian Ng (ORCID: https://orcid.org/0000-0002-3036-2497)
- C Kim
- Stephen Chin (ORCID: https://orcid.org/0000-0002-7279-0211)
- Radha Koppula
- Steven Stern (ORCID: https://orcid.org/0000-0003-4048-5121)
- Surain B. Roberts (ORCID: https://orcid.org/0000-0001-8792-2240)
- Susan R. George
- Siddhartha Srivastava (ORCID: https://orcid.org/0000-0001-9361-8288)
- Y. W. Francis Lam (ORCID: https://orcid.org/0000-0003-2054-2184)
- Shruthi Vaidyanathan
- Weihan Liu
- Anne Fu (ORCID: https://orcid.org/0000-0003-3886-1853)
- Kayley-Jasmin Marchena-Romero
- Trong Shen
- Selam Mequanint
- Denise Mak
- Nathaniel Manikan
- Jenny Gastmeier
- Hapiloe Byaruhanga
- Linia Shaji
- Stephanie Handsor
Institutions
- St. Michael's Hospital (CA)
- University of Toronto (CA)
Publication Details
- Journal
- Journal of the American Medical Informatics Association
- Published
- 2025-03-13
- DOI
- https://doi.org/10.1093/jamia/ocaf042
- Citations
- 7
- Primary Topic
- Data Quality and Management
- Type
- article
- Field-Weighted Citation Impact
- 14.75
Funders
- Canada Research Chairs