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Updated: Jun 12, 2026

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
Secondary use of clinical data
Peter L Elkin1, Brett E Trusko, Ross Koppel
1Mount Sinai School of Medicine, New York, NY 10029, USA. peter.elkin@mssm.edu
Electronic health records (EHR) data enable faster retrospective research studies and improved clinical practice through electronic quality monitoring. Overcoming data interoperability and computable definitions are key to advancing electronic studies (eStudies).
Area of Science:
- Health Informatics
- Clinical Research
- Data Science
Background:
- Clinicians generate vast amounts of data crucial for patient care continuity and referrals.
- Electronic quality (eQuality) monitoring uses this data for practice improvement and care activity generation.
- Traditionally, patient records were manually abstracted for clinical research.
Purpose of the Study:
- To highlight the potential of computable electronic health record (EHR) data for retrospective research.
- To introduce the concept of electronic studies (eStudies) for rapid research and inquiry.
- To identify barriers hindering the widespread adoption of eStudies.
Main Methods:
- Leveraging computable EHR data for retrospective research.
- Utilizing eQuality monitoring for generating alerts and care activities.
- Identifying challenges in data interoperability and computable measure definitions.
Main Results:
- Computable EHR data significantly accelerates retrospective research capabilities.
- eStudies offer a lower activation energy for posing new research questions.
- Identified barriers include data interoperability, computable definitions, and professional training.
Conclusions:
- Transitioning to computable EHR data enhances research speed and efficiency.
- Addressing identified barriers is crucial for unlocking the full potential of eStudies.
- Developing common methods for distributing computable best practice rules is essential for evidence dissemination.
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