Evidence map›Paper›PMID 40562891›Full record

ArticleJournal of general internal medicine2026

Health-Related Social Needs and Total Healthcare Cost: A Cross-Sectional Study in a Large Integrated Health System.

Ariel R C Silverman, Paul J Chung, Michael K Gould, Quyen Ngo-Metzger, Maile M Tauali'i, David M Mosen, Mark C Duggan, Robert S Nocon

Abstract read
In one paragraph

Article in Journal of general internal medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Ariel R C SilvermanKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA. ARSilverman@mednet.ucla.edu.ORCID 0000-0001-7221-3505
Paul J ChungKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA.
Michael K GouldKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA.
Quyen Ngo-MetzgerKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA.
Maile M Tauali'iHawaii Permanente Medical Group, Honolulu, HI, USA.
David M MosenKaiser Permanente Center for Health Research, Portland, OR, USA.
Mark C DugganKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA.
Robert S NoconKaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA.

Funding

AHRQ HHS K12 HS026407
6 · The paper itself

Abstract

backgroundWhile research on health-related social needs (HRSNs) has expanded, important gaps remain in understanding associations between HRSN and healthcare cost, especially across general populations of patients with broad-ranging medical and social needs.

objectiveTo examine the association between HRSN and healthcare cost in a large, diverse, insured population.

designIn this cross-sectional study, we evaluated cost differences between patients with different HRSN levels using survey-weighted multivariable generalized linear models. We examined three alternate model specifications: one that included controls for basic demographics; another adding insurance type, race/ethnicity, and social isolation; and a third adding a diagnosis-based medical risk index called DxCG. Variables added in the latter models were assessed separately due to concern for over-correlations with HRSN.

participants10,226 adult survey respondents (23% response rate) from eight states and Washington, D.C. MAIN MEASURES: The primary exposure was patient-reported HRSN, based on survey questions asking about financial strain, food insecurity, housing instability, and transportation difficulties. HRSN was constructed as a three-level variable. The primary outcome was total direct healthcare cost. KEY

results"Moderate HRSN" was not significantly associated with cost in any model. In the model controlling for patient demographics, costs for patients with "Severe HRSN" were 1.27 (95%CI: 1.00-1.60) times those of patients with "No HRSN." In a model that adjusted for medical risk (DxCG), the relationship between HRSN and cost was not statistically significant.

conclusionsRelationships between HRSN and healthcare cost may vary by HRSN level. Our mixed findings highlight the complex relationship between medical and social risks, which often have bi-directional causal relationships. If measures of medical risk incidentally capture variation in social risk, then models controlling for medical risk may mask relationships between HRSN and cost. Further studies should investigate the extent to which HRSN may be related to cost, even when controlling for specific patient diagnoses.

Indexed as

Delivery of Health Care, IntegratedHealth Care CostsHealth Services Needs and DemandAdolescentAdultAgedCross-Sectional StudiesFemaleHumansMaleMiddle AgedUnited StatesYoung AdultHealthcare costHealth-related social needsSocial determinants of healthSocial drivers of healthSocial risk

Identifiers

PMID40562891
PMCPMC12894448

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Registered trials

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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.