Evidence map›Paper›PMID 38244361›Full record

ArticleSocial science & medicine (1982)2024

The segregation of physician networks providing care to black and white patients with heart disease: Concepts, measures, and empirical evaluation.

Ioana Popescu, Ben Gibson, Luke Matthews, Shiyuan Zhang, José J Escarce, Megan Schuler, Cheryl L Damberg

Open access · greenAbstract read
In one paragraph

Article in Social science & medicine (1982), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
3.0field-weighted citation impact, top 8% of its field
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

6 citing papers in PubMed, 9 citations in OpenAlex.

  1. Article
  2. Alternative Approaches to Characterizing Disparate Care by Race, Ethnicity, and Insurance Between Hospitals.International journal of environmental research and public health · 2025
    Article
  3. Article
  4. Article
  5. Referral Networks, Racial Inequity, and Hospital Quality for Open Heart Surgery.Circulation. Cardiovascular quality and outcomes · 2025
    Article
  6. Characterizing Physician Referral Networks with Ricci Curvature.Pediatric and lifespan data science : First International Conference, IPLDSC 2024, Anaheim, CA, USA, May 23-24, 2024, Revised Selected Papers. International Pediatric and Lifespan Data Science Conference (1st : 2024 : Anaheim, Calif.) · 2025
    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

7 authors at 2 institutions in 1 country.

Ioana PopescuDivision of General Internal Medicine and Health Services Research, David Geffen School of Medicine at UCLA, 1100 Glendon Ave suite 850, Los Angeles, CA, 90024, USA; RAND Corporation, 1776 Main Street, Santa Monica, CA, 90403, USA. Electronic address: ipopescu@mednet.ucla.edu.
Ben GibsonRAND Corporation, 1776 Main Street, Santa Monica, CA, 90403, USA. Electronic address: bgibson@rand.org.
Luke MatthewsRAND Corporation, 1776 Main Street, Santa Monica, CA, 90403, USA. Electronic address: lmatthew@rand.org.
Shiyuan ZhangRAND Corporation, 1776 Main Street, Santa Monica, CA, 90403, USA. Electronic address: szhang@rand.org.
José J EscarceDivision of General Internal Medicine and Health Services Research, David Geffen School of Medicine at UCLA, 1100 Glendon Ave suite 850, Los Angeles, CA, 90024, USA. Electronic address: jescarce@mednet.ucla.edu.
Megan SchulerRAND Corporation, 1776 Main Street, Santa Monica, CA, 90403, USA. Electronic address: mschuler@rand.org.
Cheryl L DambergRAND Corporation, 1776 Main Street, Santa Monica, CA, 90403, USA. Electronic address: damberg@rand.org.
RAND Corporation · USUniversity of California, Los Angeles · US

Funding

Physician Networks and the Racial Gap in Hospital Quality of Care for Coronary Heart DiseaseR01HL148420 · NHLBI · RAND CORPORATION · PI POPESCU, IOANA · 2019 to 2022
$2.7M
AHRQ HHS U19 HS024067NHLBI NIH HHS R01 HL148420
6 · The paper itself

Abstract

Black-White disparities in cardiac care may be related to physician referral network segregation. We developed and tested new geographic physician network segregation measures. We used Medicare claims to identify Black and White Medicare heart disease patients and map physician networks for 169 hospital referral regions (HRRs) with over 1000 Black patients. We constructed two network segregation indexes ranging from 0 (integration) to 100 (total segregation): Dissimilarity (the unevenness of Black and White patient distribution across physicians [Dn]) and Absolute Clustering (the propensity of Black patients' physicians to have closer ties with each other than with other physicians [ACLn]). We employed conditional logit models to estimate the probability of using the best (lowest mortality) geographically available hospital for Black and White patients undergoing coronary artery bypass grafting (CABG) surgery in 126 markets with sufficient sample size at increasing levels of network segregation and for low vs. high HRR Black patient population. Physician network segregation was lower than residential segregation (Dissimilarity 21.9 vs. 48.7, and Absolute Clustering 4.8 vs. 32.4) and positively correlated with residential segregation (p < .001). Network segregation effects differed by race and HRR Black patient population. For White patients, higher network segregation was associated with a higher probability of using the best available hospitals in HRRs with few black patients but unchanged (ACLn) or lower (Dn) probability of best hospital use in HRRs with many Black patients. For Black patients, higher network segregation was not associated with a substantial change in the probability of best hospital use regardless of the HRR Black patient population size. Measuring physician network segregation is feasible and associated with nuanced effects on Black-White differences in high-quality hospital use for heart disease. Further work is needed to understand underlying mechanisms and potential uses in health equity policy.

Indexed as

Healthcare DisparitiesHeart DiseasesPhysiciansAgedBlack or African AmericanHumansMedicareUnited StatesWhiteCABGHealth care disparitiesHospital qualityPhysician networksSegregation

Identifiers

PMID38244361
PMCPMC12818352
OpenAlexW4389839650

What OpenQuestion holds

Textmetadata
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Read underepoch 390

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.