Related Experiment Video
Updated: Aug 19, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Guidelines were developed for data collection from medical records for use in retrospective analyses
Angelique C M Jansen1, Emily S van Aalst-Cohen, Barbara A Hutten
1Department of Vascular Medicine, Academic Medical Center, University of Amsterdam, Room F4-159.2, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands.
Objective:
To construct a set of guidelines for data collection from medical records.
Study Design And Setting:
Retrospective analysis of clinical data is often performed by physician-scientists. In such research, the source of clinical data is the patient's medical record; however, medical records are intended for patient care and the data are not systematically recorded for research purposes. We drew on recommendations in the literature and our own experience with a retrospective cohort study that uses a DNA bank to construct guidelines for data collection from medical records.
Results:
The guidelines incorporate a number of strategies for accurate data collection, which are discussed and illustrated by application.
Conclusion:
With guidelines for data collection, the quality of research data is enhanced. A well-designed case record form and a handbook for standardized data collection are essential for training the data collectors and for ensuring fastidious searching of the record; however, certain kinds of information are not always well documented in patient records. Consequently, it is essential to perform a pilot study to assess the study design and to use additional questionnaires. Correct interpretation of clinical outcomes documented in the medical records often necessitates an independent adjudication committee to prevent bias in outcome definition.
Related Concept Videos
Legal Guidelines for Documentation
Purpose of Health Records II
Purpose of Health Records I
Here's a breakdown of how health records serve these purposes:
Guidelines for Nursing Documentation II
Timely documentation is crucial to ensure continuity of care for patients. Any delays in recording or reporting medical information can result in medical errors and even adverse patient outcomes. From medication administration to diagnostic test results, every detail must be accurately and promptly documented to provide the best possible care for patients.
Data Collection I
Guidelines and Strategies for Safe Computer Charting
Maintain Confidentiality and Security: