Related Experiment Video
Updated: Jun 14, 2025

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
A Standardized Guideline for Assessing Extracted Electronic Health Records Cohorts: A Scoping Review.
Nattanit Songthangtham1, Ratchada Jantraporn2, Elizabeth Weinfurter3
1Institute for Health Informatics, University of Minnesota, Minneapolis MN.
Assessing cohort fitness in electronic health records (EHR) is crucial for reliable research. This review found few detailed guidelines, highlighting a need for better methods to ensure EHR data accurately represents target populations.
Area of Science:
- Health Informatics
- Biostatistics
- Data Science
Background:
- Secondary use of Electronic Health Records (EHR) data is common in research.
- Accurate representation of the target population by extracted cohorts (cohort fitness) is critical but often overlooked.
- Lack of standardized methods hinders reliable assessment of cohort fitness.
Purpose of the Study:
- To identify existing guidelines for assessing cohort fitness from EHR data.
- To evaluate the thoroughness and methodological detail of these guidelines.
- To determine the need for comprehensive best-practice guidelines for measuring cohort fitness.
Main Methods:
- A scoping review following JBI guidance and PRISMA-ScR criteria.
- Systematic searches conducted in Medline, Embase, and Scopus databases.
- Screening of 1,904 initial results, with 32 articles undergoing full review.
Main Results:
- Nine (28.13%) reviewed articles provided a framework for evaluating cohort fitness.
- Only five (15.63%) of these frameworks offered sufficient detail and quantitative methodologies.
- A significant gap exists in comprehensive, actionable guidelines for cohort fitness assessment.
Conclusions:
- Current guidelines for assessing cohort fitness in EHR data are insufficient.
- Researchers require more detailed, computable methods for evaluating cohort representativeness.
- Development of a comprehensive guideline for best practices in measuring cohort fitness is needed.
More Related Videos
07:31Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Related Concept Videos
Methods of Documentation VII: EMR
Purpose of Health Records I
Here's a breakdown of how health records serve these purposes:
Methods of Documentation V: CBE
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
Data Collection III
The principles to begin the physical assessment include conducting a comprehensive or problem-related history in a quiet, well-lit room, emphasizing privacy and comfort for the...