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Assessing Data Adequacy for High Blood Pressure Clinical Decision Support: A Quantitative Analysis
David A Dorr1, Christopher D'Autremont1, Christie Pizzimenti1
1Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, Oregon, United States.
Data quality in electronic health records is insufficient for many high blood pressure (HBP) clinical decision support applications. While some patient-facing HBP tools are feasible, extensive validation is crucial to ensure accuracy and prevent errors.
Area of Science:
- Health Informatics
- Clinical Decision Support Systems
- Cardiovascular Health
Background:
- High blood pressure (HBP) is a significant risk factor for severe health outcomes like stroke and heart disease.
- Effective HBP management necessitates patient-centered strategies, including patient-facing clinical decision support (CDS) tools.
Purpose of the Study:
- To evaluate the data quality and logic needed for a Fast Healthcare Interoperable Resources (FHIR)-based, patient-facing CDS application for HBP.
- To assess the suitability of electronic health record (EHR) data for implementing guideline-based HBP recommendations.
Main Methods:
- Defined concept sets for 71 HBP guideline recommendations.
- Assessed EHR data quality for HBP screening and diagnosed cohorts across four use cases.
- Analyzed data completeness and accuracy for CDS functionality.
Main Results:
- 60% of required concept sets were unused or inaccurate.
- Data quality issues, including missing patient context (up to 65.6%), rendered 2 out of 4 use cases insufficient for accurate alerting.
- Despite inconsistencies, data adequacy was confirmed for two specific test use cases.
Conclusions:
- Inconsistent EHR data quality, stemming from healthcare fragmentation and incomplete standardization, hinders the development of robust HBP CDS tools.
- Current data quality permits further development of patient-facing FHIR HBP applications, but rigorous validation is essential to ensure precision and safety.
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