help button home button JAMIA Bigger figures
HOME HELP FEEDBACK SUBSCRIPTIONS ARCHIVE SEARCH

First published August 23, 2006 as JAMIA PrePrint; doi:10.1197/jamia.M2078
Journal of the American Medical Informatics Association 2006;13(6):691-695
© 2006 American Medical Informatics Association


A more recent version of this article appeared on November 1, 2006
This Article
Right arrow Full Text (PDF)
Right arrow Appendices
Right arrow All Versions of this Article:
M2078v1
13/6/691    most recent
Right arrow Submit a response
Right arrow Alert me when this article is cited
Right arrow Alert me when eLetters are posted
Right arrow Alert me if a correction is posted
Services
Right arrow Similar articles in this journal
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Download to citation manager
Right arrow reprints & permissions
Citing Articles
Right arrow Citing Articles via HighWire
Right arrow Citing Articles via Google Scholar
Google Scholar
Right arrow Articles by Turchin, A.
Right arrow Articles by Einbinder, J. S.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Turchin, A.
Right arrow Articles by Einbinder, J. S.

Submitted on February 7, 2006
Accepted on August 8, 2006

Using Regular Expressions to Abstract Blood Pressure and Treatment Intensification Information from the Text of Physician Notes

Alexander Turchin MD, MS1*, Nikheel S. Kolatkar MD2, Richard W. Grant MD, MPH3, Eric C. Makhni4, Merri L. Pendergrass MD, PhD2, and Jonathan S. Einbinder MD, MPH5

Affiliation of the authors: 1 Division of Endocrinology, Brigham and Women’s Hospital, Boston, MA; Harvard Medical School, Boston, MA; Clinical Informatics Research and Development, Partners HealthCare System, Boston, MA ; 2 Division of Endocrinology, Brigham and Women’s Hospital, Boston, MA; Harvard Medical School, Boston, MA ; 3 Division of General Medicine, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA ; 4 Harvard Medical School, Boston, MA; 5 Harvard Medical School, Boston, MA; Clinical Informatics Research and Development, Partners HealthCare System, Boston, MA; 5Division of General Medicine, Brigham and Women’s Hospital, Boston, MA

* To whom correspondence should be addressed.

This case study examined the utility of regular expressions to identify clinical data relevant to the epidemiology of treatment of hypertension. We designed a software tool that employed regular expressions to identify and extract instances of documented blood pressure values and anti-hypertensive treatment intensification from the text of physician notes. We determined sensitivity, specificity and precision of identification of blood pressure values and anti-hypertensive treatment intensification using a gold standard of manual abstraction of 600 notes by two independent reviewers. The software processed 370 Mb of text per hour, and identified elevated blood pressure documented in free text physician notes with sensitivity and specificity of 98%, and precision of 93.2%. Anti-hypertensive treatment intensification was identified with sensitivity 83.8%, specificity of 95.0%, and precision of 85.9%. Regular expressions can be an effective method for focused information extraction tasks related to high-priority disease areas such as hypertension.




This article has been cited by other articles:


Home page
J. Am. Med. Inform. Assoc.Home page
L. W. D'Avolio and A. A.T. Bui
The Clinical Outcomes Assessment Toolkit: A Framework to Support Automated Clinical Records-based Outcomes Assessment and Performance Measurement Research
J. Am. Med. Inform. Assoc., May 1, 2008; 15(3): 333 - 340.
[Abstract] [Full Text] [PDF]


Home page
J. Am. Med. Inform. Assoc.Home page
L. W. D'Avolio, M. S. Litwin, S. O. Rogers Jr., and A. A.T. Bui
Facilitating Clinical Outcomes Assessment through the Automated Identification of Quality Measures for Prostate Cancer Surgery
J. Am. Med. Inform. Assoc., May 1, 2008; 15(3): 341 - 348.
[Abstract] [Full Text] [PDF]


Home page
CirculationHome page
A. Turchin, M. Shubina, A. H. Chodos, J. S. Einbinder, and M. L. Pendergrass
Effect of Board Certification on Antihypertensive Treatment Intensification in Patients With Diabetes Mellitus
Circulation, February 5, 2008; 117(5): 623 - 628.
[Abstract] [Full Text] [PDF]


Home page
Diabetes CareHome page
A. Turchin, M. Shubina, and M. L. Pendergrass
Relationship of Physician Volume With Process Measures and Outcomes in Diabetes
Diabetes Care, June 1, 2007; 30(6): 1442 - 1447.
[Abstract] [Full Text] [PDF]


Home page
J. Am. Med. Inform. Assoc.Home page
J. Voorham, P. Denig, and Groningen Initiative to Analyse Type 2 Diabetes Tr
Computerized Extraction of Information on the Quality of Diabetes Care from Free Text in Electronic Patient Records of General Practitioners
J. Am. Med. Inform. Assoc., May 1, 2007; 14(3): 349 - 354.
[Abstract] [Full Text] [PDF]




HOME HELP FEEDBACK SUBSCRIPTIONS ARCHIVE SEARCH
Copyright © 1994 by the American Medical Informatics Association.