ArticleJAMA network open2024
Social Determinants of Health and US Health Care Expenditures by Insurer.
Article in JAMA network open, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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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.
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Who cites it
17 citing papers in PubMed.
- Computable longitudinal patient journeys from structured and unstructured EHR data.Nature medicine · 2026Article
- A new conceptual framework for evaluating healthcare quality: shifting from reactive treatment to proactive health preservation.BMJ global health · 2026Review
- How representative are electronic health records? A record linkage study using individual-level census data.Social science & medicine (1982) · 2026Article
- Screening for Health-Related Social Needs Among Inpatient Adults at an Academic Medical Center.Journal of general internal medicine · 2026Article
- The role of social determinants of health in post-diagnosis gestational weight gain trajectories among women with gestational diabetes mellitus: a multicenter cohort using latent class linear mixed models.BMC public health · 2026Article
- Why Do Healthcare Gaps Persist Despite Strong Evidence? A Proposed Conceptual Framework for Real-World Implementation.Global journal on quality and safety in healthcare · 2026Article
- Design and early evaluation of a social care network's impact on health care costs.Health affairs scholar · 2026Article
- Associations Between Social Determinants of Health and Adherence to Biologic Therapies in Patients with Severe Asthma: Real-World Evidence from a Large US Claims Analysis.Journal of asthma and allergy · 2026Article
- Adverse events associated with COVID-19 vaccination or diagnosis among pregnant and non-pregnant women in the United States, 2021-2022.International journal of infectious diseases : IJID : official publication of the International Society for Infectious Diseases · 2025Article
- Community Factors and County-Level Cancer Screening, Prevalence, and Mortality.JAMA network open · 2025Article
- The Financial Toll of Social Determinants of Health on Orthopedic Trauma Care: A National Perspective.Cureus · 2025Article
- Demographic Predictors of Outpatient Mental Health Service Utilization in the United States.Cureus · 2025Article
- Social determinants of health and rehabilitation service areas: an urban and rural mediation analysis.Frontiers in public health · 2025Observational
- Modeling the impact of social determinants on breast cancer screening: a data-driven approach.Frontiers in medicine · 2025Article
- Cross-Sectional Analysis of Insurance Claims Shows Health Care Utilization and Costs Associated With Health-Related Social Needs (HRSNs) in an Urban Population.Journal of primary care & community healthArticle
- Social Risk Factors and Their Effect on Health Care Costs in a Midwestern Health Care System.Journal of primary care & community healthArticle
- Integrating Social Determinants of Health into Nurse Practitioner Education Through a Faculty Enrichment Initiative.Inquiry : a journal of medical care organization, provision and financingArticle
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Importance: US health expenditures have been growing at an unsustainable rate, while health inequities and poor outcomes persist. Targeting social determinants of health (SDOH) may contribute to identifying and controlling health care expenditures. Objective: To determine whether SDOH are associated with US health care expenditures by Medicare, Medicaid, and private insurers. Design, Setting, and Participants: Cross-sectional study of adults, representing the US civilian, noninstitutionalized population with Medicare, Medicaid, or private coverage, from the 2021 Medical Expenditure Panel SDOH Survey. Data analysis was conducted from October 2023 to April 2024. Exposure: SDOH as individual-level, health-related social needs categorized by Healthy People 2030 domains: (1) educational access and quality, (2) health care access and quality, (3) neighborhood and built environment,(4) economic stability, and (5) social and community context. Main Outcomes and Measures: The primary outcome was health care expenditures (US dollars) by Medicare, Medicaid, and private insurers. A 2-part econometric model (probit regression model and generalized linear model with gamma distribution) was used. Results: Among the 14 918 insured adults in the analytic sample (mean [SD] age, 52.5 [17.9] years; 8471 female [56.8%]), the majority had middle to high family income (10 524 participants [70.5%]) and were privately insured (10 227 participants [68.5%]). Annual median (IQR) expenditure was $1648 ($389-$7126) for Medicaid, $3643 ($1321-$10 519) for Medicare, and $1369 ($456-$4078) for private insurers. Educational attainment and social isolation were associated with Medicaid expenditures. Medicaid beneficiaries with a high school diploma or general educational development certificate had on average (mean difference) $2245.39 lower annual Medicaid expenditures (95% CI, -$3700.97 to -$789.80) compared with beneficiaries with less than high school attainment. Compared with those who never felt isolated, Medicaid beneficiaries who often felt isolated had on average $2706.94 (95% CI, $1339.06-$4074.82) higher annual Medicaid expenditures. Health care access, built environment, and economic stability were associated with Medicare expenditures. Medicare beneficiaries living in neighborhoods with lower availability of parks had on average $5959.27 (95% CI, $1679.99 to $10 238.55) higher annual Medicare expenditures. Medicare beneficiaries who were very confident in covering unexpected expenses had on average $3743.98 lower annual Medicare expenditures (95% CI, -$6500.68 to -$987.28) compared with those who were not confident. Medical discrimination and economic stability were associated with private expenditures. Private insurance beneficiaries who experienced medical discrimination had on average $2599.93 (95% CI, $863.71-$4336.15) higher annual private expenditures compared with those who did not. Private beneficiaries who were contacted by debt collections in the past year had on average $2033.34 (95% CI, $896.82 to $3169.86) higher annual private expenditures compared with those who were not contacted. Conclusions and Relevance: In this cross-sectional study of 14 918 insured adults, individual-level SDOH were significantly associated with US health care expenditures by Medicare, Medicaid, and private insurers. These findings may inform health insurers and policymakers to incorporate SDOH in their decision-making practices to identify and control health care expenditures, advancing health equity.
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