ArticlePopulation health metrics2023
Completeness, agreement, and representativeness of ethnicity recording in the United Kingdom's Clinical Practice Research Datalink (CPRD) and linked Hospital Episode Statistics (HES).
Article in Population health metrics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 68 papers, 2 of them syntheses that pooled it.
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Who cites it
68 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Cost-effectiveness of endoscopic treatments for obesity: a clinical evidence map and systematic review to inform a model-based cost-effectiveness analysis.Health technology assessment (Winchester, England) · 2025Pooled it
- Evaluating the Effectiveness of Primary Care Health Checks at Assessing Cardiovascular Risks among Ethnic Minorities in the UK: A Systematic Review.Reviews in cardiovascular medicine · 2025Pooled it
- SGLT2 Inhibitor Use in Type 2 Diabetes in England: A Population-Based Cross-Sectional Study of Uptake of NICE Guidance.Diabetes, obesity & metabolism · 2026Observational
- Trends in the incidence of atrial fibrillation and the prescription of oral anticoagulants in adults with chronic obstructive pulmonary disease in UK primary care (2010-2022): a cohort study.EClinicalMedicine · 2026Article
- Atopic dermatitis is associated with herpes zoster in adults - A matched cohort study using electronic health records data in England.Journal der Deutschen Dermatologischen Gesellschaft = Journal of the German Society of Dermatology : JDDG · 2026Article
- Observational
- Using classification and regression trees (CART) to investigate unknown ethnicity records in NHS emergency care data.BMJ open · 2026Article
- Incidence and prevalence of obstructive sleep apnoea and narcolepsy in the UK: a population-based descriptive study.Thorax · 2026Article
- Examining variations in adherence to guideline-recommended post-acute kidney injury care in primary care in England: a population-based cohort study.BMC medicine · 2026Article
- Observational
- Epidemiology of idiopathic inflammatory myopathies: a population-based cohort in England, 2002-2021.RMD open · 2026Article
- Article
- Systematic mapping of rare genetic disease studies using UK primary care electronic health records.European journal of human genetics : EJHG · 2026Review
- Primary care use among adults with eating disorders in England: a population-based cohort study using electronic health records.BMJ open · 2026Article
- PERsonalised Medicine for Intensification of Treatment (PERMIT) in type 2 diabetes mellitus: a target trial emulation from routine data.Health technology assessment (Winchester, England) · 2026Article
- Consultation complexity and professionals consulted: a retrospective cohort study in English primary care.The British journal of general practice : the journal of the Royal College of General Practitioners · 2026Article
- Exploring Patient Perspectives on the Use of Artificial Intelligence to Inform Joint Decision-Making for Patients With Multiple Conditions in Primary Care in the United Kingdom: Qualitative Study.Journal of medical Internet research · 2026Article
- How does diagnostic subtype affect the quality of primary care for people with dementia? A retrospective cohort study in 1490 English general practices.Age and ageing · 2026Article
- Ethnic differences in healthcare utilisation and diagnosis after first presentation with breathlessness: a retrospective cohort study using UK primary care records.NPJ primary care respiratory medicine · 2026Article
- Relationships between alcohol use and dementia: protocol for an observational study in the UK Clinical Practice Research Datalink.BMJ open · 2026Article
8 more citing papers are in PubMed but not listed here.
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7 authors.
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Abstract
backgroundThis descriptive study assessed the completeness, agreement, and representativeness of ethnicity recording in the United Kingdom (UK) Clinical Practice Research Datalink (CPRD) primary care databases alone and, for those patients registered with a GP in England, when linked to secondary care data from Hospital Episode Statistics (HES).
methodsEthnicity records were assessed for all patients in the May 2021 builds of the CPRD GOLD and CPRD Aurum databases for all UK patients. In analyses of the UK, English data was from combined CPRD-HES, whereas data from Northern Ireland, Scotland, and Wales drew from CPRD only. The agreement of ethnicity records per patient was assessed within each dataset (CPRD GOLD, CPRD Aurum, and HES datasets) and between datasets at the highest level ethnicity categorisation ('Asian', 'black', 'mixed', 'white', 'other'). Representativeness was assessed by comparing the ethnic distributions at the highest-level categorisation of CPRD-HES to those from the Census 2011 across the UK's devolved administrations. Additionally, CPRD-HES was compared to the experimental ethnic distributions for England and Wales from the Office for National Statistics in 2019 (ONS2019) and the English ethnic distribution from May 2021 from NHS Digital's General Practice Extraction Service Data for Pandemic Planning and Research with HES data linkage (GDPPR-HES).
resultsIn CPRD-HES, 81.7% of currently registered patients in the UK had ethnicity recorded in primary care. For patients with multiple ethnicity records, mismatched ethnicity within individual primary and secondary care datasets was < 10%. Of English patients with ethnicity recorded in both CPRD and HES, 93.3% of records matched at the highest-level categorisation; however, the level of agreement was markedly lower in the 'mixed' and 'other' ethnic groups. CPRD-HES was less proportionately 'white' compared to the UK Census 2011 (80.3% vs. 87.2%) and experimental ONS2019 data (80.4% vs. 84.3%). CPRD-HES was aligned with the ethnic distribution from GDPPR-HES ('white' 80.4% vs. 80.7%); however, with a smaller proportion classified as 'other' (1.1% vs. 2.8%).
conclusionsCPRD-HES has suitable representation of all ethnic categories with some overrepresentation of minority ethnic groups and a smaller proportion classified as 'other' compared to the UK general population from other data sources. CPRD-HES data is useful for studying health risks and outcomes in typically underrepresented groups.
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