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Updated: Jun 17, 2026

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
Big brother or big opportunity? Utilization of EHR use metadata in the inpatient setting: A mixed methods study at 16
Marisha Burden1, Angela Keniston1, Lauren McBeth1
1Division of Hospital Medicine, University of Colorado School of Medicine, Aurora, Colorado, USA.
Background:
Clinician electronic actions within the electronic health record (EHR) are captured seamlessly in real-time during regular work activities in all major EHRs. Analysis of this EHR use metadata, such as audit log data, is increasingly used to understand the impact of work design on critical patient, workforce, and organizational outcomes.
Objective:
Understand experiences and perspectives influencing the use and implementation of audit log data into practice.
Methods:
Mixed methods design utilizing focus groups and embedded survey with hospitalist group leaders attending a national society special interest group. Themes and subthemes were identified.
Results:
Seven semistructured virtual focus groups were held with 16 individuals from 16 different organizations on December 12, 2023, with a 100% survey response rate. Survey results highlighted the lack of familiarity with audit log data, the lack of tools and training for use, and the lack of established protocols to respond to insights, with some concerns for the accuracy of the data. Four themes and multiple subthemes were identified and included: (1) Limited, but widely variable use of audit log data driven by a lack of access, resources, skills, and knowledge, (2) mistrust and skepticism about the data, including concerns about potential misuse and a lack of best practices and standards, (3) perspectives around audit log data are culture and context driven, and (4) excitement for the many potential use cases.
Conclusion:
Despite all major EHRs having audit log data, participants had limited access, training, and knowledge. Although there was mistrust, many opportunities were identified.
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