ArticleCirculation. Cardiovascular quality and outcomes2023
Validity of International Classification of Diseases (ICD)-10 Diagnosis Codes for Identification of Acute Heart Failure Hospitalization and Heart Failure with Reduced Versus Preserved Ejection Fraction in a National Medicare Sample.
Article in Circulation. Cardiovascular quality and outcomes, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 66 papers.
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66 citing papers in PubMed, 84 citations in OpenAlex.
- Prediction of incident heart failure in established atherosclerotic cardiovascular disease: the SMART2-HF model.European heart journal · 2026Article
- Comparative Effectiveness of Sacubitril/Valsartan Versus Sodium-Glucose Cotransporter 2 Inhibitors among Patients with Heart Failure with Reduced Ejection Fraction with or without Diabetes: A Cohort Study.American journal of cardiovascular drugs : drugs, devices, and other interventions · 2026Article
- Prevalence and Risk of Heart Failure Among Older Adults Experiencing Homelessness: A Systematic Review and Meta-Analysis.Canadian geriatrics journal : CGJ · 2026Review
- Elevated Cardiovascular Risk and Mortality in Type 2 Diabetes Mellitus Patients With Cannabis, Opioid, and Cocaine Use Disorders.Diabetes, obesity & metabolism · 2026Article
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- Cardiovascular outcome of glucagon-like peptide-1 receptor agonists vs dipeptidyl peptidase-4 inhibitor on end-stage kidney disease patients with heart failure: an emulated target trial in patients with diabetes.Nature communications · 2026Observational
- Social Deprivation Index Is Associated with 90-Day Emergency Department Revisits, but Not Admission, for Acute Heart Failure.The western journal of emergency medicine · 2026Article
- Electronic health records research: easy evidence, harder oversight.European heart journal. Digital health · 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
- Electrolyte abnormalities and clinical outcomes in heart failure patients: a retrospective cohort study using MIMIC-IV database.Scientific reports · 2026Article
- Pulmonary Embolism-Attributable Mortality in Patients With Heart Failure in the United States, 2010 to 2020.JACC. Advances · 2026Article
- Gaps in Guideline-Directed Medical Therapy for Heart Failure: A Cross-Sectional Study in an Underserved Population.Cureus · 2026Article
- Cardiovascular-Kidney-Metabolic Syndrome: Development of anJMIR diabetes · 2026Article
- The burden of heart failure in the United States: Medical costs and health-related quality of life.Journal of managed care & specialty pharmacy · 2026Article
- Risk of Heart Failure-related Events in Patients Exposed to Medical Cannabis: A Longitudinal Cohort Study.American journal of medicine open · 2026Article
- Early emergency department decision support for heart failure hospitalization using triage-level unstructured and structured data: a retrospective cohort study.BMC medical informatics and decision making · 2026Article
- Prevalence and Incidence of Heart Failure Phenotypes Among Transgender and Gender-Diverse Adults in the United States.Journal of the American Heart Association · 2026Article
- Association of Pregabalin vs. Duloxetine with Cardiovascular Events: A Retrospective Cohort Study Among US Veterans With Chronic Musculoskeletal Pain.Clinical pharmacology and therapeutics · 2026Article
- Timing of Atrial Fibrillation Ablation and Outcomes in Elderly Patients with HFrEF: A Propensity-Matched Study.Journal of clinical medicine · 2026Article
- Accuracy of New Hypertensive Crisis Diagnoses Using International Classification of Disease (ICD)-10: A Validation Study in a National Medicare Sample.Journal of clinical hypertension (Greenwich, Conn.) · 2026Article
6 more citing papers are in PubMed but not listed here.
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Authors and funding
13 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHeart failure (HF) is a leading cause of hospitalization in older adults. Medicare data have been used to assess HF outcomes. However, the validity of ICD-10 diagnosis codes (used since 2015) to identify acute HF hospitalization or distinguish reduced (heart failure with reduced ejection fraction) versus preserved ejection fraction (HFpEF) is unknown in Medicare data.
methodsUsing Medicare data (2015-2017), we randomly sampled 200 HF hospitalizations with ICD-10 diagnosis codes for HF in the first/second claim position in a 1:1:2 ratio for systolic HF (I50.2), diastolic HF (I50.3), and other HF (I50.X). The primary gold standards included recorded HF diagnosis by a treating physician for HF hospitalization, ejection fraction (EF)≤50 for heart failure with reduced ejection fraction, and EF>50 for HFpEF. If the quantitative EF was not present, then qualitative descriptions of EF were used for heart failure with reduced ejection fraction/HFpEF gold standards. Multiple secondary gold standards were also tested. Gold standard data were extracted from medical records using standardized forms and adjudicated by cardiology fellows/staff. We calculated positive predictive values with 95% CIs.
resultsThe 200-chart validation sample included 50 systolic, 50 diastolic, 47 combined dysfunction, and 53 unspecified HF patients. The positive predictive values of acute HF hospitalization was 98% [95% CI, 95-100] for first-position ICD-10 HF diagnosis and 66% [95% CI, 58-74] for first/second-position diagnosis. Quantitative EF was available for ≥80% of patients with systolic, diastolic, or combined dysfunction ICD-10 codes. The positive predictive value of systolic HF codes was 90% [95% CI, 82-98] for EFs≤50% and 72% [95% CI, 60-85] for EFs≤40%. The positive predictive value was 92% [95% CI, 85-100] for HFpEF for EFs>50%. The ICD-10 codes for combined or unspecified HF poorly predicted heart failure with reduced ejection fraction or HFpEF.
conclusionsICD-10 principal diagnosis identified acute HF hospitalization with a high positive predictive value. Systolic and diastolic ICD-10 diagnoses reliably identified heart failure with reduced ejection fraction and HFpEF when EF 50% was used as the cutoff.
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