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Creating a Medication Therapy Observational Research Database from an Electronic Medical Record: Challenges and Data
Wolfgang Rödle1, Hans-Ulrich Prokosch1, Eva Neumann2
1Chair of Medical Informatics, Friedrich-Alexander University Erlangen-Nürnberg, Erlangen, Germany.
This study created a high-quality observational research database from electronic medical records, improving pediatric drug utilization research despite data quality challenges. The curated database enhances understanding of medication safety in children.
Area of Science:
- Medical Informatics
- Pharmacovigilance
- Pediatric Research
Background:
- Observational research leverages secondary use of hospital treatment data to complement experimental studies and clinical trials.
- Understanding pediatric drug utilization is crucial for establishing safer drug therapies.
- Clinical documentation in pediatric electronic medical records often suffers from data quality issues requiring extensive curation.
Purpose of the Study:
- To transform and curate departmental electronic medical record data into an observational research database.
- To identify data quality problems and their causes within electronic medical records.
- To describe a systematic data curation process for generating high-quality research data.
Main Methods:
- Data extraction from an electronic medical record system at a German university children's hospital (April 2012 - June 2020).
- Implementation of a four-step data preparation, mapping, and curation process.
- Data quality assessment using a 3x3 guideline and comparison with a gold standard.
Main Results:
- A dataset comprising 770,158 medication dispensations and 89,955 drug exposures from 21,285 clinical encounters was generated.
- Narrative drug therapy descriptions were mapped to standardized terms, improving data consistency.
- The database demonstrated high agreement with the gold standard for the correctness quality criterion.
Conclusions:
- A semi-automated data curation process successfully addressed data quality issues in electronic medical records.
- The resulting high-quality observational research database supports pediatric drug utilization studies.
- Limitations include the absence of detailed dosage information due to inconsistencies in original documentation.
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