SynthesisPloS one2015
Validity of Diagnostic Codes for Acute Stroke in Administrative Databases: A Systematic Review.
Synthesis in PloS one, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 240 papers, 4 of them syntheses that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
240 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Validity and reliability International Classification of Diseases-10 codes for all forms of injury: A systematic review.PloS one · 2024Pooled it
- Systematic review: development of a consensus code set to identify cirrhosis in electronic health records.Alimentary pharmacology & therapeutics · 2022Pooled it
- Major adverse cardiovascular event definitions used in observational analysis of administrative databases: a systematic review.BMC medical research methodology · 2021Pooled it
- Diagnostic Algorithms for Cardiovascular Death in Administrative Claims Databases: A Systematic Review.Drug safety · 2019Pooled it
- Development of stroke identification algorithm for claims data using the multicenter stroke registry database.PloS one · 2020Trial
- PCSK9 Inhibitors and Risk of Aortic Stenosis in Atherosclerotic Cardiovascular Disease.JACC. Advances · 2026Article
- Impact of glp-1 receptor agonists on hospitalization for heart failure and all-cause death in patients with diabetes with and without heart failure: a real-world study.Clinical research in cardiology : official journal of the German Cardiac Society · 2026Article
- Risk of ischemic stroke following amaurosis fugax versus transient ischemic attack.Journal of neurology · 2026Article
- Transformer-DAPT: AI-based dynamic assessment of ischemic and bleeding risks in patients on DAPT following PCI.NPJ digital medicine · 2026Article
- Impact of Readmission Hospital Site on Outcomes in Patients With Intracerebral Hemorrhage Undergoing Surgery: A Nationwide Cohort Study.Journal of the American Heart Association · 2026Article
- Recalibration and external validation of vascular risk calculators for multiple sclerosis: A population-based study using CPRD data in England, 1987-2023.Multiple sclerosis (Houndmills, Basingstoke, England) · 2026Article
- Electronic health records research: easy evidence, harder oversight.European heart journal. Digital health · 2026Article
- Stroke Subtype as a Determinant of Mortality in Adult Patients on Extracorporeal Membrane Oxygenation.Journal of clinical medicine · 2026Article
- Identification and characterization of intracerebral hemorrhage events in elderly veterans with alzheimer's disease in the veterans affairs healthcare system.Scientific reports · 2026Article
- Development and External Validation of an Electronic Health Record-Derived Model for 30-Day Periprocedural Ischemic Stroke.Journal of the American Heart Association · 2026Article
- Polygenic risk for depression is associated with post-stroke depression and stroke.IBRO neuroscience reports · 2026Article
- Article
- Association between chronic hepatitis B virus infection and stroke risk: a propensity score-matched analysis.Epidemiology and infection · 2026Article
- Underutilization of syndrome-specific ICD-10 codes for genetic epilepsies: Implications for precision medicine.Epilepsia · 2026Article
- Use of UK national health databases for detecting intra-cranial aneurysm rupture in the Risk of Aneurysm Rupture (ROAR) study.PLOS digital health · 2026Article
180 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo conduct a systematic review of studies reporting on the validity of International Classification of Diseases (ICD) codes for identifying stroke in administrative data.
methodsMEDLINE and EMBASE were searched (inception to February 2015) for studies: (a) Using administrative data to identify stroke; or (b) Evaluating the validity of stroke codes in administrative data; and (c) Reporting validation statistics (sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), or Kappa scores) for stroke, or data sufficient for their calculation. Additional articles were located by hand search (up to February 2015) of original papers. Studies solely evaluating codes for transient ischaemic attack were excluded. Data were extracted by two independent reviewers; article quality was assessed using the Quality Assessment of Diagnostic Accuracy Studies tool.
resultsSeventy-seven studies published from 1976-2015 were included. The sensitivity of ICD-9 430-438/ICD-10 I60-I69 for any cerebrovascular disease was ≥ 82% in most [≥ 50%] studies, and specificity and NPV were both ≥ 95%. The PPV of these codes for any cerebrovascular disease was ≥ 81% in most studies, while the PPV specifically for acute stroke was ≤ 68%. In at least 50% of studies, PPVs were ≥ 93% for subarachnoid haemorrhage (ICD-9 430/ICD-10 I60), 89% for intracerebral haemorrhage (ICD-9 431/ICD-10 I61), and 82% for ischaemic stroke (ICD-9 434/ICD-10 I63 or ICD-9 434&436). For in-hospital deaths, sensitivity was 55%. For cerebrovascular disease or acute stroke as a cause-of-death on death certificates, sensitivity was ≤ 71% in most studies while PPV was ≥ 87%.
conclusionsWhile most cases of prevalent cerebrovascular disease can be detected using 430-438/I60-I69 collectively, acute stroke must be defined using more specific codes. Most in-hospital deaths and death certificates with stroke as a cause-of-death correspond to true stroke deaths. Linking vital statistics and hospitalization data may improve the ascertainment of fatal stroke.
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