ArticlePloS one2026
Chronic conditions and healthcare cost and utilization among underserved Medicare beneficiaries.
Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
Underserved older adults face increased risk for certain chronic conditions and multimorbidity, yet research on healthcare spending and utilization in these groups is limited. For example, there is a glaring absence of research on sexual and gender minority (SGM) Medicare beneficiaries. To address this gap, this study uses linked data from Aging with Pride: National Health, Aging and Sexuality/Gender Study (NHAS) and CMS Chronic Conditions Warehouse data (n = 902) to examine chronic conditions, healthcare spending and utilization among a diverse sample of SGM older adult Medicare beneficiaries. Chronic condition complexity was identified using the Medicare Chronic Conditions/Other Chronic Conditions files. Additional explanatory variables included adverse experiences, psychological and social resources, health-related indicators, socioeconomic factors, and background characteristics. The Cost and Use file was used to calculate four outcome variables: total Medicare spending, spending on physician services, high-cost beneficiary status, and healthcare utilization. A series of linear and logistic regressions were used to estimate the association between explanatory and outcome variables. SGM older adult participants with the greatest severity and complexity of chronic conditions had significantly higher total Medicare spending, spending on physician services, and were more likely to be a high-cost beneficiary and higher use of healthcare services compared to those who were comparatively healthy. We also find strong evidence linking higher Medicare spending to disability and dual eligibility, highlighting an urgent need for research given SGM older adults' increased risk for disabling chronic conditions, yet at times lower healthcare utilization. Higher day-to-day discrimination was associated with greater likelihood of chronic condition complexity and lower Medicare spending. Understanding the relationship between chronic health conditions and healthcare cost and utilization is a critical step in developing responsive health services and effective interventions to promote healthy aging in our increasingly diverse yet often underserved communities.
Identifiers
What OpenQuestion holds
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.