Utilization of health care services among Medicare beneficiaries who visit federally qualified health centers
Lavelle et al. BMC Health Services Research (2018) 18:41
DOI 10.1186/s12913-018-2847-x
RESEARCH ARTICLE
Open Access
Utilization of health care services among
Medicare beneficiaries who visit federally
qualified health centers
Tara A. Lavelle1,2, Adam J. Rose1,3* , Justin W. Timbie4, Claude M. Setodji5, Suzanne G. Wensky6,
Katherine D. Giuriceo6, Mark W. Friedberg1,7, Rosalie Malsberger1 and Katherine L. Kahn8,9
Abstract
Background: Previous studies have disagreed on whether patients who receive primary care from federally
qualified health centers (FQHCs) have different utilization patterns than patients who receive care elsewhere. Our
objective was to compare patterns of healthcare utilization between Medicare beneficiaries who received primary
care from FQHCs and Medicare beneficiaries who received primary care from another source.
Methods: We compared characteristics and ambulatory, emergency department (ED), and inpatient utilization
during 2013 between 130,637 Medicare beneficiaries who visited an FQHC for the majority of their primary care in
2013 (FQHC users) and a random sample of 1,000,000 Medicare fee-for-service (FFS) beneficiaries who did not visit
an FQHC (FQHC non-users). We then created a propensity-matched sample of 130,569 FQHC users and 130,569
FQHC non-users to account for differences in observable patient characteristics between the two groups and
repeated all comparisons.
Results: Before matching, the two samples differed in terms of age (42% below age 65 for FQHC users vs. 16%
among FQHC non-users, p < 0.001 for all comparisons), disability (52% vs. 24%), eligibility for Medicaid (56% vs. 21%)
, severe mental health disorders (17% vs. 10%), and substance abuse disorders (6% vs. 3%). FQHC users had fewer
ambulatory visits to primary care or specialist providers (10.0 vs. 12.0 per year), more ED visits (1.2 vs. 0.8), and fewer
hospitalizations (0.3 vs. 0.4). In the matched sample, FQHC users still had slightly lower utilization of ambulatory
visits to primary care or specialist providers (10.0 vs. 11.2) and slightly higher utilization of ED visits (1.2 vs. 1.0),
compared to FQHC users. Hospitalization rates between the two groups were similar (0.3 vs. 0.3).
Conclusions: In this population of Medicare FFS beneficiaries, FQHC users had slightly lower utilization of
ambulatory visits and slightly higher utilization of ED visits, compared to FQHC non-users, after accounting for
differences in case mix. This study suggests that FQHC care and non-FQHC care are associated with broadly similar
levels of healthcare utilization among Medicare FFS beneficiaries.
Keywords: health care utilization, safety-net care, Medicare
* Correspondence:
1
RAND Corporation, 20 Park Plaza, Suite 920, Boston, MA 02116, USA
3
Boston University School of Medicine, Boston, MA, USA
Full list of author information is available at the end of the article
© The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
Lavelle et al. BMC Health Services Research (2018) 18:41
Background
Federally qualified health centers (FQHCs) receive federal funding to provide comprehensive primary care in
underserved communities. Three-quarters of the 20 million patients seen at FQHCs annually have incomes
below the federal poverty level (FPL), and more than half
are members of a racial or ethnic minority group [1]. In
2013, 35% of patients seen at FQHCs were uninsured,
and another 49% had some type of public insurance including Medicaid and/or Medicare.1 The number of
Medicare beneficiaries seen at FQHCs more than doubled between 2001 to 2011 (from 745,000 to nearly 1.6
million) [2].
Studies of FQHCs have consistently shown that they
provide high quality primary care, but the results of research examining the overall healthcare utilization patterns of FQHC users have been mixed. Some studies
have shown that FQHC users have more ambulatory
visits, emergency department (ED) visits, and hospitalizations, but other studies show lower utilization [3–12].
Differences in these study outcomes relate in part to the
segment of the population that was the focus of the
study (e.g., younger patients, older patients, dual eligible
patients), in part to the time period studied (since these
studies span almost two decades), and in part to the extent that they controlled for important differences between FQHC users and FQHC non-users.
The purpose of this study was to examine the volume
of ambulatory visits, ED visits, and hospitalizations
among a sample of Medicare beneficiaries who visited
an FQHC for a majority of their primary care visits in
2013, compared with a sample of beneficiaries who received regular primary care but did not visit an FQHC.
These analyses used unadjusted direct comparisons between groups as well as comparisons between matched
samples of beneficiaries that controlled for observable
socio-demographic and clinical differences between
groups. Our focus on Medicare beneficiaries is noteworthy, because while they represented just 8% of all
beneficiaries who served by FQHCs in 2013 [2], they
also are characterized by an especially high level of illness burden and medical need. We expected to show
that FQHC users had higher levels of ED utilization before adjustment, but that adjustment for differences in
case mix would greatly attenuate or eliminate this
difference.
Methods
Sample
This study used 2013 Medicare fee-for-service (FFS)
claim and enrollment files from a representative 20%
sample of Medicare beneficiaries. Beneficiaries were included if, during all 12 months of 2013, they were at
least 18 years of age, were eligible for both Parts A and
Page 2 of 10
B, and were not enrolled in Medicare Advantage. Our
inclusion criteria also required beneficiaries to have at
least three ambulatory visits to a primary care provider
(PCP) during 2013. Physicians, nurse practitioners, and
physician’s assistants in internal medicine, general practice, family medicine, obstetrics & gynecology, adult
health, community health, family practice, primary care,
women’s health, gerontology, and preventive medicine
were classified as PCPs. PCPs were identified using
unique National Provider Identifier (NPI) codes in the
outpatient and physician claim files. These were linked
to National Plan & Provider Enumeration System
(NPPES) Provider Taxonomy codes to identify clinician
type and specialty. PCP visits were defined as an evaluation and management visit in the Part B M (...truncated)