ArticleBMC health services research2017
The quality of Medicaid and Medicare data obtained from CMS and its contractors: implications for pharmacoepidemiology.
Article in BMC health services research, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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
25 citing papers in PubMed, 1 synthesis or guideline pooled it, 39 citations in OpenAlex.
- Limitations for health research with restricted data collection from UK primary care.Pharmacoepidemiology and drug safety · 2019Pooled it
- Enhancing Evidence Generation by Linking Randomized Clinical Trials to Real-World Data: The INVESTED-Medicare Linkage Study.Clinical pharmacology and therapeutics · 2026Article
- Algorithm for Improving Beneficiary Identifier Quality in Medicaid Administrative Data.Research square · 2026Article
- Fertility Rates Among Women With Intellectual and Developmental Disability Enrolled in Medicaid and/or Medicare, 2011-2022.Paediatric and perinatal epidemiology · 2026Article
- Completeness and Quality of Data for Children in Medicaid Comprehensive Managed Care Compared to Fee-for-Service, 2001-2019.Health services research · 2025Observational
- Impact of antidiabetic medication type on a new episode of depression: a retrospective cohort study in Texas, USA.BMJ open · 2025Article
- Relationship of hub and treatment characteristics with client outcomes in the initial Washington State hub and spoke cohort.Journal of substance use and addiction treatment · 2025Observational
- Incidence of Neuroleptic Malignant Syndrome During Antipsychotic Treatment in Children and Youth: A National Cohort Study.Journal of child and adolescent psychopharmacology · 2024Article
- Impact of the Lightwave Health Information Management Software on the Dimensions of Quality of Healthcare Data.Healthcare informatics research · 2024Article
- Improving Access to High-Value, High-Cost Medicines: The Use of Subscription Models to Treat Hepatitis C Using Direct-Acting Antivirals in the United States.Journal of health politics, policy and law · 2022Article
- Article
- Medical Complexity Mediates Healthcare Resource Use in the Socially Vulnerable.Journal of healthcare management / American College of Healthcare Executives · 2022Observational
- Comparative Safety of Dipeptidyl Peptidase-4 Inhibitors and Sudden Cardiac Arrest and Ventricular Arrhythmia: Population-Based Cohort Studies.Clinical pharmacology and therapeutics · 2022Article
- Differences in characteristics of children with cancer who receive standard versus concurrent hospice care.Pediatric blood & cancer · 2021Article
- Understanding and detecting defects in healthcare administration data: Toward higher data quality to better support healthcare operations and decisions.Journal of the American Medical Informatics Association : JAMIA · 2020Article
- The risk of sudden cardiac arrest and ventricular arrhythmia with rosiglitazone versus pioglitazone: real-world evidence on thiazolidinedione safety.Cardiovascular diabetology · 2020Observational
- The prevalence of MS in the United States: A population-based estimate using health claims data.Neurology · 2019Article
- Which ICD-9-CM codes should be used for bronchiolitis research?BMC medical research methodology · 2018Article
- Comparative Safety of Sulfonylureas and the Risk of Sudden Cardiac Arrest and Ventricular Arrhythmia.Diabetes care · 2018Article
- Comparative risk of serious hypoglycemia with oral antidiabetic monotherapy: A retrospective cohort study.Pharmacoepidemiology and drug safety · 2018Article
Corrections and comments
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Authors and funding
7 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundAdministrative claims of United States Centers for Medicare and Medicaid Services (CMS) beneficiaries have long been used in non-experimental research. While CMS performs in-house checks of these claims, little is known of their quality for conducting pharmacoepidemiologic research. We performed exploratory analyses of the quality of Medicaid and Medicare data obtained from CMS and its contractors.
methodsOur study population consisted of Medicaid beneficiaries (with and without dual coverage by Medicare) from California, Florida, New York, Ohio, and Pennsylvania. We obtained and compiled 1999-2011 data from these state Medicaid programs (constituting about 38% of nationwide Medicaid enrollment), together with corresponding national Medicare data for dually-enrolled beneficiaries. This descriptive study examined longitudinal patterns in: dispensed prescriptions by state, by quarter; and inpatient hospitalizations by federal benefit, state, and age group. We further examined discrepancies between demographic characteristics and disease states, in particular frequencies of pregnancy complications among men and women beyond childbearing age, and prostate cancers among women.
resultsDispensed prescriptions generally increased steadily and consistently over time, suggesting that these claims may be complete. A commercially-available National Drug Code lookup database was able to identify the dispensed drug for 95.2-99.4% of these claims. Because of co-coverage by Medicare, Medicaid data appeared to miss a substantial number of hospitalizations among beneficiaries ≥ 45 years of age. Pregnancy complication diagnoses were rare in males and in females ≥ 60 years of age, and prostate cancer diagnoses were rare in females.
conclusionsCMS claims from five large states obtained directly from CMS and its contractors appeared to be of high quality. Researchers using Medicaid data to study hospital outcomes should obtain supplemental Medicare data on dual enrollees, even for non-elders.
trial registrationNot applicable.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.