Related Experiment Video
Updated: Apr 5, 2026

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
Structuring and coding in health care records: a qualitative analysis using diabetes as a case study.
Ann R R Robertson1, Bernard Fernando2, Zoe Morrison2
1The University of Edinburgh, Edinburgh, UK. A.R.R.Robertson@ed.ac.uk.
Structured and coded electronic health records for diabetes offer significant benefits for research and patient care. However, hospitals need to improve data structuring and coding to match family practices and enhance information sharing.
Area of Science:
- Health Informatics
- Diabetes Management
- Electronic Health Records
Background:
- Diabetes mellitus poses a growing global health burden.
- Electronic health records (EHRs) are crucial for information sharing and patient self-management.
- Effective structuring and coding of EHR data are essential for maximizing benefits.
Purpose of the Study:
- To investigate the structuring and coding of adult diabetes records in the UK National Health Service (NHS).
- To explore stakeholder perceptions of current practices in diabetes EHR documentation.
- To identify barriers and facilitators for optimal EHR data utilization.
Main Methods:
- Qualitative, theoretically informed case study approach.
- Data collection through semi-structured interviews (n=22), on-site observations (n=4), systems demonstrations, and documentary analysis.
- Focus on family practice and hospital settings in England.
Main Results:
- Stakeholders recognized significant benefits of structured, coded diabetes data for secondary uses (research, audit, public health) and potential clinical gains.
- Marked disparities in data structuring and coding levels were observed between family practices (high) and hospitals (lower).
- Limited evidence of structured/coded data being used to improve inter-setting information sharing.
Conclusions:
- High levels of data structuring and coding in diabetes EHRs hold untapped potential for improved healthcare.
- Hospitals require enhanced health information technology infrastructure and systems use to align with family practices.
- Learning from successful UK developments can optimize EHR data exploitation for diabetes care.
Related Concept Videos
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Data Reporting and Recording
Purpose of Health Records II
Documentation of Nursing Diagnosis
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
Methods of Documentation V: CBE
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
Methods of Documentation IV: Focus Charting
It typically involves three columns for recording information:

