ArticlePloS one2019
Out-of-pocket health spending among Medicare beneficiaries: Which chronic diseases are most costly?
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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
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Who cites it
24 citing papers in PubMed, 42 citations in OpenAlex.
- Mental Health Service use and Expenditures among Medicare Beneficiaries with Depression, Diabetes and Heart Disease after Cost-sharing Parity.Journal of general internal medicine · 2026Article
- Differences in Out-of-Pocket Expenditures for Healthcare Services Among Medicare Beneficiaries by Demographics.Healthcare (Basel, Switzerland) · 2026Article
- Obesity Related Out-of-Pocket Expenditure and Productivity Loss: Evidence From Cross-Sectional Study in Bangladesh.Health science reports · 2026Article
- Healthcare expenditures associated with cardiovascular, chronic kidney, and diabetic conditions, 2021-2023.BMC nephrology · 2026Article
- Medicare Advantage Benefits Design and Access to Cardiovascular Care.JAMA network open · 2026Article
- Out-of-pocket healthcare expenditures in older Mexican people based on their social security status.Health policy and planning · 2026Article
- Reducing private health expenditure in Greece: the case for regulated complementary health insurance.Frontiers in public health · 2026Article
- Blueprint for Comprehensive Diabetes Care in Student-Run Free Clinics: A Model for Accessible Health Care.Clinical diabetes : a publication of the American Diabetes Association · 2025Review
- Use of Palliative Care Among Adults With Newly Diagnosed Heart Failure: Insights From a US National Insured Patient Sample.Journal of the American Heart Association · 2024Article
- Healthcare System Sustainability Challenges in Nepal and Opportunities Offered by Alternative Healthcare Delivery Arrangements.JNMA; journal of the Nepal Medical Association · 2024Article
- Healthcare Cost Burden and Self-Reported Frequency of Depressive/Anxious Feelings in Older Adults.Journal of gerontological social work · 2024Article
- Prevalence and patterns of catastrophic spending for antidiabetic medication in 2020.Journal of managed care & specialty pharmacy · 2023Article
- In the wake of a crisis: Caught between housing and healthcare.SSM - population health · 2023Article
- Optimizing Multidisciplinary Care of Patients with Chronic Kidney Disease and Type 2 Diabetes Mellitus.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2023Review
- Food Insecurity and Perceived Financial Stress are Associated with Cost-related Medication Non-adherence in Stroke.Journal of health care for the poor and underserved · 2023Article
- Disease and debt: Findings from the 2019 Panel Study of Income Dynamics in the United States.Preventive medicine · 2022Article
- Article
- High Out-of-pocket Health Care Cost Burden Among Medicare Beneficiaries With Diabetes, 1999-2017.Diabetes care · 2021Article
- Medical costs and out-of-pocket expenditures associated with multimorbidity in China: quantile regression analysis.BMJ global health · 2021Article
- Cancer Impacts on Out-of-Pocket Expenses, Income Loss, and Informal (Unpaid) Care: A Cross-Sectional Study of Patient Perspective.Journal of patient experience · 2021Article
Corrections and comments
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Authors and funding
1 author at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundLittle is known about the impact of different types of chronic diseases on older adults' out-of-pocket healthcare spending and whether certain diseases trigger higher spending needs than others.
methodsWe use data from the 2014 Health and Retirement Study representing a weighted population of 35,939,270 Medicare beneficiaries aged 65+. Generalized linear models are applied to estimate the effect of different chronic diseases on total out-of-pocket expenditure, adjusted for demographics, socio-economic status, physical health, and other factors. We also decompose total spending by expenditure categories (inpatient, non-inpatient, and prescription drug spending). Sensitivity analysis is performed using a younger sample of older adults aged 50-64.
resultsCardiovascular disease, diabetes, hypertension and cancer, induce significantly higher adjusted out-of-pocket spending among older adults than other conditions. These results hold regardless how the spending differences are assessed (absolute or percentage terms). For Medicare beneficiaries, cardiovascular disease is associated with an excess out-of-pocket spending of $317 per year, followed by diabetes ($237), hypertension ($150), and cancer ($144). Prescription drug spending is singularly the most important driver of additional expenses for cardiovascular disease, diabetes and hypertension, while non-inpatient services spending accounts for the bulk of increased spending among those with cancer.
conclusionsOur finding that major noncommunicable diseases impact individuals' out-of-pocket medical spending differentially-and that service drivers of increased spending may be heterogeneous across disease types-suggest that health professionals and policymakers should recognize that certain chronic diseases exert greater financial toll on the elderly. Interventions to promote more cost efficient healthcare services and consumer choices can help older adults better cope with these expensive long-lasting conditions and reduce the overall burden of noncommunicable diseases.
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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.