ArticleJAMA network open2021
Social Determinants of Health and Geographic Variation in Medicare per Beneficiary Spending.
Article in JAMA network open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers.
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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
32 citing papers in PubMed.
- Machine Learning Accurately Predicts Costs and Identifies Disparities for Common Outpatient Hand Surgeries.Journal of hand surgery global online · 2027Article
- Digital Health Readiness and Medicare Primary Care Spending: Nationwide County-Level Observational Analysis.Journal of medical Internet research · 2026Observational
- A new conceptual framework for evaluating healthcare quality: shifting from reactive treatment to proactive health preservation.BMJ global health · 2026Review
- Joint effects of social determinants of health on NAFLD mortality: the mediating role of phenotypic age acceleration.GeroScience · 2026Article
- Ethical challenges and opportunities for integrating predictive analytics in community-based overdose prevention.Lancet regional health. Americas · 2026Review
- Regional Differences in Medicare Reimbursements and Gastroenterology Workforce Dynamics: Implications for Access to Care.Healthcare (Basel, Switzerland) · 2026Article
- Social determinants of health and age-related differences in all-cause mortality: evidence from National Health and Nutrition Examination Survey.Annals of medicine · 2025Article
- Disparities in Community-Based Rehabilitation Following Stroke: Findings From the COMPASS Trial.Journal of the American Heart Association · 2025Observational
- Medicaid Primary Care Utilization and Area-Level Social Vulnerability.JAMA health forum · 2025Article
- Complex Interactions of Social Determinants of Health on Survival Outcomes in Hispanic Patients With Pulmonary Arterial Hypertension in a US-Mexican Border City.Cardiology research · 2025Article
- Social Determinants of Health in the Development of Cardiovascular-kidney-metabolic Syndrome.Reviews in cardiovascular medicine · 2025Review
- Multi-level social determinants of health, inflammation, and postoperative delirium in older adults.Journal of the American Geriatrics Society · 2025Article
- "Who You Are and Where You Live Matters": Hospice Care in New York City During COVID-19 Perspectives on Hospice and Social Determinants: A Rapid Qualitative Analysis.Journal of palliative medicine · 2025Article
- Heterogeneity in Online Medical Record Use Based on the Intersectionality of Community and Racioethnicity: A National Study Using Health Information National Trends Survey Data.Advances in health information science and practice · 2025Article
- Physician Altruism and Spending, Hospital Admissions, and Emergency Department Visits.JAMA health forum · 2024Article
- The Role of Social Determinants of Health in Atherosclerotic Cardiovascular Disease.Current atherosclerosis reports · 2024Review
- Regional Differences in American Indian/Alaska Native Chronic Respiratory Disease Disparity: Evidence from National Survey Results.International journal of environmental research and public health · 2024Article
- Regional Differences in Primary Total Knee Arthroplasty Utilization, Physician Reimbursement, and Patient Characteristics.Arthroplasty today · 2024Article
- The relationship between community social risk factors and regional hospital-reported cash, negotiated, and chargemaster prices for 14 common services.BMC health services research · 2024Article
- Toward standardization, harmonization, and integration of social determinants of health data: A Texas Clinical and Translational Science Award institutions collaboration.Journal of clinical and translational science · 2024Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
Importance: Despite substantial geographic variation in Medicare per beneficiary spending in the US, little is known about the extent to which social determinants of health (SDoH) are associated with this variation. Objective: To determine the associations between SDoH and county-level price-adjusted Medicare per beneficiary spending. Design, Setting, and Participants: This cross-sectional study used county-level data on 2017 Medicare fee-for-service (FFS) spending, patient demographic characteristics (eg, age and gender) and clinical risk score, supply of health care resources (eg, number of hospital beds), and SDoH measures (eg, median income and unemployment rate) from multiple sources. Multivariable regressions were used to estimate the association of the variation in spending across quintiles with SDoH. Main Outcomes and Measures: 2017 county-level price-adjusted Medicare Parts A and B spending per beneficiary. SDoH measures included socioeconomic position, race/ethnicity, social relationships, and residential and community context. Results: Among 3038 counties with 33 495 776 Medicare FFS beneficiaries (18 352 336 [54.8%] women; mean [SD] age, 72 [1.5] years), mean Medicare price-adjusted per beneficiary spending for counties in the highest spending quintile was $3785 (95% CI, $3706-$3862) higher, or 49% higher, than spending for bottom-quintile counties (mean [SD] spending per beneficiary, $11 464 [735] vs $7679 [522]; P < .001). The total contribution (including through both direct and indirect pathways) of SDoH was 37.7% ($1428 of $3785) of this variation, compared with 59.8% ($2265 of $3785) by patient clinical risk, 14.5% ($549 of $3785) by supply of health care resources, and 19.8% ($751 of $3785) by patient demographic characteristics. When all factors were included within the same model, the direct contribution of SDoH was associated with 5.8% of the variation, compared with 4.6% by supply, 4.7% by patient demographic characteristics, and 62.0% by patient clinical risk. Conclusions and Relevance: These findings suggest social determinants of health are associated with considerable proportions of geographic variation in Medicare spending. Policies addressing SDoH for disadvantaged patients in certain regions have the potential to contain health care spending and improve the value of health care; patient SDoH may need to be accounted for in publicly reported physician performance, and in value-based purchasing incentive programs for health care professionals.
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