Literature DB >> 34035787

An Interdisciplinary Approach to Reducing Errors in Extracted Electronic Health Record Data for Research.

Neelkamal Soares, Sorabh Singhal, Casey Kloosterman, Teresa Bailey.   

Abstract

Erroneous electronic health record (EHR) data capture is a barrier to preserving data integrity. We assessed the impact of an interdisciplinary process in minimizing EHR data loss from prescription orders. We implemented a three-step approach to reduce data loss due to missing medication doses: Step 1-A data analyst updated the request code to optimize data capture; Step 2-A pharmacist and physician identified variations in EHR prescription workflows; and Step 3-The clinician team determined daily doses for patients with multiple prescriptions in the same encounter. The initial report contained 1421 prescriptions, with 377 (26.5 percent) missing dosages. Missing dosages reduced to 361 (26.3 percent) prescriptions following Step 1, and twenty-three (1.7 percent) records after Step 2. After Step 3, 1210 prescriptions remained, including 16 (1.3 percent) prescriptions missing doses. Prescription data is susceptible to missing values due to multiple data capture workflows. Our approach minimized data loss, improving its validity in retrospective research.
Copyright © 2021 by the American Health Information Management Association.

Entities:  

Keywords:  Data integrity; data abstraction; electronic health record; prescription

Year:  2021        PMID: 34035787      PMCID: PMC8120677     

Source DB:  PubMed          Journal:  Perspect Health Inf Manag        ISSN: 1559-4122


  17 in total

1.  An unintended consequence of electronic prescriptions: prevalence and impact of internal discrepancies.

Authors:  Matvey B Palchuk; Elizabeth A Fang; Janet M Cygielnik; Matthew Labreche; Maria Shubina; Harley Z Ramelson; Claus Hamann; Carol Broverman; Jonathan S Einbinder; Alexander Turchin
Journal:  J Am Med Inform Assoc       Date:  2010 Jul-Aug       Impact factor: 4.497

2.  Biases in electronic health record data due to processes within the healthcare system: retrospective observational study.

Authors: 
Journal:  BMJ       Date:  2018-10-18

Review 3.  Opportunities and challenges in developing risk prediction models with electronic health records data: a systematic review.

Authors:  Benjamin A Goldstein; Ann Marie Navar; Michael J Pencina; John P A Ioannidis
Journal:  J Am Med Inform Assoc       Date:  2016-05-17       Impact factor: 4.497

4.  Extracting and utilizing electronic health data from Epic for research.

Authors:  Alex Milinovich; Michael W Kattan
Journal:  Ann Transl Med       Date:  2018-02

5.  Electronic health record adoption in US hospitals: the emergence of a digital "advanced use" divide.

Authors:  Julia Adler-Milstein; A Jay Holmgren; Peter Kralovec; Chantal Worzala; Talisha Searcy; Vaishali Patel
Journal:  J Am Med Inform Assoc       Date:  2017-11-01       Impact factor: 4.497

6.  Secondary Use of EHR: Data Quality Issues and Informatics Opportunities.

Authors:  Taxiarchis Botsis; Gunnar Hartvigsen; Fei Chen; Chunhua Weng
Journal:  Summit Transl Bioinform       Date:  2010-03-01

7.  Modelling and extraction of variability in free-text medication prescriptions from an anonymised primary care electronic medical record research database.

Authors:  George Karystianis; Therese Sheppard; William G Dixon; Goran Nenadic
Journal:  BMC Med Inform Decis Mak       Date:  2016-02-09       Impact factor: 2.796

Review 8.  A systematic review of the types and causes of prescribing errors generated from using computerized provider order entry systems in primary and secondary care.

Authors:  Clare L Brown; Helen L Mulcaster; Katherine L Triffitt; Dean F Sittig; Joan S Ash; Katie Reygate; Andrew K Husband; David W Bates; Sarah P Slight
Journal:  J Am Med Inform Assoc       Date:  2017-03-01       Impact factor: 4.497

9.  Analysis of clinical decision support system malfunctions: a case series and survey.

Authors:  Adam Wright; Thu-Trang T Hickman; Dustin McEvoy; Skye Aaron; Angela Ai; Jan Marie Andersen; Salman Hussain; Rachel Ramoni; Julie Fiskio; Dean F Sittig; David W Bates
Journal:  J Am Med Inform Assoc       Date:  2016-03-28       Impact factor: 4.497

Review 10.  Electronic health records to facilitate clinical research.

Authors:  Martin R Cowie; Juuso I Blomster; Lesley H Curtis; Sylvie Duclaux; Ian Ford; Fleur Fritz; Samantha Goldman; Salim Janmohamed; Jörg Kreuzer; Mark Leenay; Alexander Michel; Seleen Ong; Jill P Pell; Mary Ross Southworth; Wendy Gattis Stough; Martin Thoenes; Faiez Zannad; Andrew Zalewski
Journal:  Clin Res Cardiol       Date:  2016-08-24       Impact factor: 5.460

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