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A decision rule algorithm for the detection of patients with hypertension using claims data
Ali Golestani1, Mohammad-Reza Malekpour2, Sepehr Khosravi1
1Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
This study developed a decision rule algorithm to identify hypertension patients in claims data, achieving 76.50% accuracy. The algorithm effectively uses prescription data for large-scale hypertension detection and care improvement.
Area of Science:
- Health Informatics
- Epidemiology
- Health Services Research
Background:
- Claims data is valuable for population health studies but often lacks diagnostic information.
- Identifying specific conditions like hypertension within claims data is challenging due to missing diagnosis codes.
Purpose of the Study:
- To develop and validate a decision rule algorithm for detecting hypertension patients using prescription data in claims.
- To leverage large-scale claims data for epidemiological surveillance of hypertension.
Main Methods:
- Retrospective analysis of Iran Health Insurance Organization (IHIO) data (2012-2016).
- Development of a 13-rule algorithm incorporating medication, age, sex, and physician specialty.
- Validation using sensitivity, specificity, PPV, NPV, and accuracy metrics.
Main Results:
- The algorithm identified 76.89% of patients receiving antihypertensive medication as having hypertension.
- High sensitivity (100%) and negative predictive value (100%) were observed.
- Overall accuracy was 76.50%, with a specificity of 48.91%.
Conclusions:
- The developed algorithm demonstrates robust performance for hypertension detection in claims data.
- This approach facilitates large-scale hypertension surveillance and can inform public health strategies.
- The algorithm aids policymakers and researchers in improving personalized care quality.
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