Evidence map›Paper›PMID 31576563›Full record

ArticleHealth services research2019

State variation in the characteristics of Medicare-Medicaid dual enrollees: Implications for risk adjustment.

Eric T Roberts, Jennifer M Mellor, Melissa McInerney, Lindsay M Sabik

Open access · greenAbstract read
In one paragraph

Article in Health services research, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.

0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed
1.1field-weighted citation impact, top 13% 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

20 citing papers in PubMed, 5 citations in OpenAlex.

  1. Article
  2. Hemodialysis Facilities, Vascular Access Surgeons, and Central Venous Catheter Use: A Retrospective Cohort Study.American journal of kidney diseases : the official journal of the National Kidney Foundation · 2026
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  18. Risk adjusting for Medicaid participation in Medicare Advantage.The American journal of managed care · 2020
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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

4 authors at 3 institutions in 1 country.

Eric T RobertsDepartment of Health Policy and Management, University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania.ORCID 0000-0002-7439-0799
Jennifer M MellorWilliam and Mary, Williamsburg, Virginia.ORCID 0000-0002-4056-3305
Melissa McInerneyDepartment of Economics, Tufts University, Medford, Massachusetts.ORCID 0000-0002-3064-8313
Lindsay M SabikDepartment of Health Policy and Management, University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania.ORCID 0000-0002-0613-4929
University of Pittsburgh · USTufts University · USWilliam & Mary · US

Funding

Tufts Clinical and Translational Science Institute (Pilot Supplement)UL1TR002544 · NCATS · TUFTS UNIVERSITY BOSTON · PI SELKER, HARRY P. · 2018 to 2022
$50.2M
VARIABILITY, STABILITY & SMOOTHNESS OF WALKINGP30AG024827 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI JENNIFER S BRACH · 2004 to 2026
$28.6M
Access to Care by Low Income Senior Medicare Beneficiaries: Direct and Indirect Effects of Medicaid Policy on Enrollment, Healthcare Utilization, Spending and HealthR01HS025422 · AHRQ · TUFTS UNIVERSITY MEDFORD · PI MCINERNEY, MELISSA POWELL · 2017 to 2020
$973k
Financial assistance for low-income Medicare beneficiaries: Using natural experiments to assess effects on care and health outcomesK01HS026727 · AHRQ · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI ROBERTS, ERIC T · 2019 to 2022
$545k
Agency for Healthcare Research and Quality K01HS026727AHRQ HHS K01 HS026727AHRQ HHS R01 HS025422NCATS NIH HHS UL1 TR002544NIA NIH HHS P30 AG024827University of Pittsburgh Pepper Older Americans Independence Center P30 AG024827-13
6 · The paper itself

Abstract

objectiveTo examine between-state differences in the socioeconomic and health characteristics of Medicare beneficiaries dually enrolled in Medicaid, focusing on characteristics not observable to or used by policy makers for risk adjustment. DATA SOURCE: 2010-2013 Medicare Current Beneficiary Survey. STUDY

designRetrospective analyses of survey-reported health and socioeconomic status (SES) measures among low-income Medicare beneficiaries and low-income dual enrollees. We used hierarchical linear regression models with state random effects to estimate the between-state variation in respondent characteristics and linear models to compare the characteristics of dual enrollees by state Medicaid policies. PRINCIPAL

findingsBetween-state differences in health and socioeconomic risk among low-income Medicare beneficiaries, as measured by the coefficient of variation, ranged from 17.5 percent for an index of socioeconomic risk to 20.3 percent for an index of health risk. Between-state differences were comparable among the subset of low-income beneficiaries dually enrolled in Medicare and Medicaid. Dual enrollees with incomes below the Federal Poverty Level were in better health and had higher SES in states that offered Medicaid to individuals with relatively higher incomes. Duals' average incomes were higher in states with Medically Needy programs.

conclusionsCharacteristics of dual enrollees differ substantially across states, reflecting differences in states' low-income Medicare populations and Medicaid policies. Risk-adjustment methods using dual enrollment to proxy for poor health and low SES should account for this state-level heterogeneity.

Indexed as

Dual Medicare Medicaid EligibilityAdultAgedAged, 80 and overEligibility DeterminationFemaleHumansMaleMedicaidMedicareMiddle AgedRetrospective StudiesRisk AdjustmentSocioeconomic FactorsState GovernmentUnited Statesdual eligiblesrisk adjustment

Identifiers

PMID31576563
PMCPMC6863237
OpenAlexW2943780732

What OpenQuestion holds

Textmetadata
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.