Evidence map›Paper›PMID 42371309›Full record

ArticleJournal of general internal medicine2026

Leveraging Learning Health Systems to Address Racial and Ethnic Disparities in Veteran Patient Experience.

Evan Michael Shannon, Michelle S Wong, Ernest Moy, Kenneth T Jones, Jaime Boris, Donna L Washington

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 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Evan Michael ShannonVA HSR Center for the Study of Health Care Innovation, Implementation and Policy, VA Greater Los Angeles Healthcare System, Los Angeles, CA, USA. emshannon@mednet.ucla.edu.ORCID 0000-0003-0248-7038
Michelle S WongVA HSR Center for the Study of Health Care Innovation, Implementation and Policy, VA Greater Los Angeles Healthcare System, Los Angeles, CA, USA.
Ernest MoyOffice of Health Equity, Veterans Health Administration at Time of Study, Washington, DC, USA.
Kenneth T JonesOffice of Health Equity, Veterans Health Administration at Time of Study, Washington, DC, USA.
Jaime BorisOffice of Health Equity, Veterans Health Administration at Time of Study, Washington, DC, USA.
Donna L WashingtonVA HSR Center for the Study of Health Care Innovation, Implementation and Policy, VA Greater Los Angeles Healthcare System, Los Angeles, CA, USA.

Funding

Quality Enhancement Research Initiative PEC-15-239U.S. Department of Veterans Affairs IIR-17-189
6 · The paper itself

Abstract

Learning health systems (LHS) use continuous data-driven learning cycles to improve care delivery, but seldom apply this approach to advance health equity. This perspective describes how the Veterans Health Administration (VA) applied LHS principles through a research-operations partnership between the Office of Health Equity (OHE) and the VA Health Equity-Quality Enhancement Research Initiative (QUERI) National Partnered Evaluation Center (PEC) to address racial and ethnic disparities in patient experience among VA users. The PEC analyzed the Survey of Healthcare Experience of Patients data to identify disparities in patient experience within VA regions (Veterans Integrated Service Networks [VISNs]). To address these disparities, OHE and PEC developed a "VISN equity toolkit" that communicates VISN-specific equity gaps by population group and patient experience metrics and offers tailored equity-guided quality improvement resources for distinct patient experience domains. For instance, in one VISN, Black veterans reported lower satisfaction with office staff helpfulness and respect versus White veterans, prompting focused strategies for staff training and service recovery programs. This research-operations partnership leverages LHS principles, aligns research and healthcare priorities, maps to existing frameworks for pursuing health equity through the LHS, and tailor interventions to regional needs to improve equity in VA patient care experience.

Indexed as

EthnicityHealthcare DisparitiesLearning Health SystemPatient SatisfactionVeteransBlack or African AmericanHealth EquityHumansQuality ImprovementRacial GroupsUnited StatesUnited States Department of Veterans AffairsWhitehealth equitylearning health systempatient experienceveterans health administration

Identifiers

PMID42371309
PMCPMC13631156

What OpenQuestion holds

Textmetadata
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Registered trials

None linked

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.