Data-driven approach for creating synthetic electronic medical records.

TitleData-driven approach for creating synthetic electronic medical records.
Publication TypeJournal Article
Year of Publication2010
AuthorsBuczak, AL, Babin, SM, Moniz, L
JournalBMC medical informatics and decision making
Volume10
Pagination59
Date Published2010
ISSN1472-6947
KeywordsAlgorithms, Child, Child, Preschool, Databases as Topic, Disease Outbreaks, Electronic Health Records, Humans, Information Storage and Retrieval, Models, Theoretical, Patient Care, Population Surveillance, Tularemia
Abstract

New algorithms for disease outbreak detection are being developed to take advantage of full electronic medical records (EMRs) that contain a wealth of patient information. However, due to privacy concerns, even anonymized EMRs cannot be shared among researchers, resulting in great difficulty in comparing the effectiveness of these algorithms. To bridge the gap between novel bio-surveillance algorithms operating on full EMRs and the lack of non-identifiable EMR data, a method for generating complete and synthetic EMRs was developed.

Alternate JournalBMC Med Inform Decis Mak