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McClellan C, Maclean JC, Saloner B, McGinty EE, Pesko M. Integrated care models and behavioral health care utilization: Quasi-experimental evidence from Medicaid health homes. HEALTH ECONOMICS 2020; 29:1086-1097. [PMID: 32323396 PMCID: PMC7863583 DOI: 10.1002/hec.4027] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Revised: 02/18/2020] [Accepted: 04/07/2020] [Indexed: 05/06/2023]
Abstract
Integration of behavioral and general medical care can improve outcomes for individuals with behavioral health conditions-serious mental illness (SMI) and substance use disorder (SUD). However, behavioral health care has historically been segregated from general medical care in many countries. We provide the first population-level evidence on the effects of Medicaid health homes (HH) on behavioral health care service use. Medicaid, a public insurance program in the United States, HHs were created under the 2010 Affordable Care Act to coordinate behavioral and general medical care for enrollees with behavioral health conditions. As of 2016, 16 states had adopted an HH for enrollees with SMI and/or SUD. We use data from the National Survey on Drug Use and Health over the period 2010 to 2016 coupled with a two-way fixed-effects model to estimate HH effects on behavioral health care utilization. We find that HH adoption increases service use among enrollees, although mental health care treatment findings are sensitive to specification. Further, enrollee self-reported health improves post-HH.
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Affiliation(s)
- Chandler McClellan
- Agency for Healthcare Research and Quality, Center for Financing, Access, and Trends, Rockville, MD, USA
- Corresponding author. . Phone: 301-427-1646
| | - Johanna Catherine Maclean
- Department of Economics, Temple University, Research Associate, National Bureau of Economic Research, Research Affiliate, Institute of Labor Economics, Philadelphia, PA, USA
| | - Brendan Saloner
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Emma E. McGinty
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Michael Pesko
- Department of Economics, Andrew Young School of Policy Studies, Georgia State University, Atlanta GA, USA
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PARK JUNYEONG, ROUHANI SABA, BELETSKY LEO, VINCENT LOUISE, SALONER BRENDAN, SHERMAN SUSANG. Situating the Continuum of Overdose Risk in the Social Determinants of Health: A New Conceptual Framework. Milbank Q 2020; 98:700-746. [PMID: 32808709 PMCID: PMC7482387 DOI: 10.1111/1468-0009.12470] [Citation(s) in RCA: 86] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Policy Points This article reconceptualizes our understanding of the opioid epidemic and proposes six strategies that address the epidemic's social roots. In order to successfully reduce drug-related mortality over the long term, policymakers and public health leaders should develop partnerships with people who use drugs, incorporate harm reduction interventions, and reverse decades of drug criminalization policies. CONTEXT Drug overdose is the leading cause of injury-related death in the United States. Synthetic opioids, predominantly illicit fentanyl and its analogs, surpassed prescription opioids and heroin in associated mortality rates in 2016. Unfortunately, interventions fail to fully address the current wave of the opioid epidemic and often omit the voices of people with lived experiences regarding drug use. Every overdose death is a culmination of a long series of policy failures and lost opportunities for harm reduction. METHODS In this article, we conducted a scoping review of the opioid literature to propose a novel framework designed to foreground social determinants more directly into our understanding of this national emergency. The "continuum of overdose risk" framework is our synthesis of the global evidence base and is grounded in contemporary theories, models, and policies that have been successfully applied both domestically and internationally. FINDINGS De-escalating overdose risk in the long term will require scaling up innovative and comprehensive solutions that have been designed through partnerships with people who use drugs and are rooted in harm reduction. CONCLUSIONS Without recognizing the full drug-use continuum and the role of social determinants, the current responses to drug overdose will continue to aggravate the problem they are trying to solve.
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Affiliation(s)
| | | | - LEO BELETSKY
- School of Law and Bouvé College of Health SciencesNortheastern University
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Satre DD, Palzes VA, Young-Wolff KC, Parthasarathy S, Weisner C, Guydish J, Campbell CI. Healthcare utilization of individuals with substance use disorders following Affordable Care Act implementation in a California healthcare system. J Subst Abuse Treat 2020; 118:108097. [PMID: 32972648 DOI: 10.1016/j.jsat.2020.108097] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Revised: 06/24/2020] [Accepted: 07/25/2020] [Indexed: 01/08/2023]
Abstract
BACKGROUND Practitioners expected the Affordable Care Act (ACA) to increase availability of health services and access to treatment for Americans with substance use disorders (SUDs). Yet research has not examined the associations among ACA enrollment mechanisms, deductibles, and the use of SUD treatment and other healthcare services. Understanding these relationships can inform future healthcare policy. METHODS We conducted a longitudinal analysis of patients with SUDs newly enrolled in the Kaiser Permanente Northern California health system in 2014 (N = 6957). Analyses examined the likelihood of service utilization (primary care, specialty SUD treatment, psychiatry, inpatient, and emergency department [ED]) over three years after SUD diagnosis, and associations with enrollment mechanisms (ACA Exchange vs. other), deductibles (none, $1-$999 [low] and ≥$1000 [high]), membership duration, psychiatric comorbidity, and demographic characteristics. We also evaluated whether the enrollment mechanism moderated the associations between deductible limits and utilization likelihood. RESULTS Service utilization was highest in the 6 months after SUD diagnosis, decreased in the following 6 months, and remained stable in years 2-3. Relative to patients with no deductible, those with a high deductible had lower odds of using all health services except SUD treatment; associations with primary care and psychiatry were strongly negative among Exchange enrollees. Among non-Exchange enrollees, patients with deductibles were more likely than those without deductibles to receive SUD treatment. Exchange enrollment compared to other mechanisms was associated with less ED use. Psychiatric comorbidity was associated with greater use of all services. Nonwhite patients were less likely to initiate SUD and psychiatry treatment. CONCLUSIONS Higher deductibles generally were associated with use of fewer health services, especially in combination with enrollment through the Exchange. The role of insurance factors, psychiatric comorbidity and race/ethnicity in health services for people with SUDs are important to consider as health policy evolves.
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Affiliation(s)
- Derek D Satre
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America.
| | - Vanessa A Palzes
- Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| | - Kelly C Young-Wolff
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| | - Sujaya Parthasarathy
- Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| | - Constance Weisner
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
| | - Joseph Guydish
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Institute for Health Policy Studies, University of California, San Francisco, 3333 California Street, San Francisco, CA 94118, United States of America
| | - Cynthia I Campbell
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, Box 0984, San Francisco, CA 94143, United States of America; Division of Research, Kaiser Permanente Northern California Region, 2000 Broadway, 3rd Floor, Oakland, CA 94612, United States of America
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Do D. The impact of Medicare Part D on opioid use among U.S. older adults. Drug Alcohol Depend 2020; 212:108069. [PMID: 32474361 DOI: 10.1016/j.drugalcdep.2020.108069] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 04/28/2020] [Accepted: 04/29/2020] [Indexed: 11/26/2022]
Abstract
BACKGROUND To assess the association between the implementation of Medicare Part D and the use of outpatient prescription opioids. METHODS Nationally representative data on community-dwelling adults aged 60-69 came from the 2000-2015 Medical Expenditure Panel Survey (MEPS) (N = 26,545). A difference-in-differences approach was used to compare opioid use between Medicare eligible (ages 66-69) and Medicare ineligible (ages 60-64) adults before and after the introduction of Part D in 2006, while controlling for socio-demographic characteristics, risk factors for opioid use, and secular trends. RESULTS Medicare Part D was associated with a small and statistically non-significant increase in the number of outpatient prescription opioids filled in a year (coefficient, 0.03; 95% CI, -0.08 to 0.13), in the amount of morphine milligrams equivalents (coefficient, 113.23; 95% CI, -25.47 to 251.93), and in the odds of using any prescription opioid (OR, 1.03; 95% CI, 0.85 to 1.26). There was no evidence for a heterogeneous effect of Part D across subgroups. The results were robust to the impacts of the 2007-2009 recession, the spillover effect of the Affordable Care Act, and the anticipation effect of Part D. DISCUSSION Although policymakers suggested that gaining access to medical care as a result of insurance expansion might have fueled the opioid epidemic, this paper found limited evidence to support this claim. While Part D took effect more than a decade ago, its long-term implication for opioid use is still relevant for the recent opioid epidemic and future health insurance expansions such as the proposed Medicare-for-all initiative.
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Affiliation(s)
- Duy Do
- Population Studies Center, The Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA; Heidelberg Institute of Global Health, University of Heidelberg, Heidelberg, Germany.
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Maclean JC, Halpern MT, Hill SC, Pesko MF. The effect of Medicaid expansion on prescriptions for breast cancer hormonal therapy medications. Health Serv Res 2020; 55:399-410. [PMID: 32301119 PMCID: PMC7240774 DOI: 10.1111/1475-6773.13289] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
OBJECTIVE To quantify the effects of the Affordable Care Act Medicaid expansion on prescriptions for effective breast cancer hormonal therapies (tamoxifen and aromatase inhibitors) among Medicaid enrollees. DATA SOURCE/STUDY SETTING Medicaid State Drug Utilization Database (SDUD) 2011-2018, comprising the universe of outpatient prescription medications covered under the Medicaid program. STUDY DESIGN Differences-in-differences and event-study linear models compare population rates of tamoxifen and aromatase inhibitor (anastrozole, exemestane, and letrozole) use in expansion and nonexpansion states, controlling for population characteristics, state, and time. PRINCIPAL FINDINGS Relative to nonexpansion states, Medicaid-financed hormonal therapy prescriptions increased by 27.2 per 100 000 nonelderly women in a state. This implies a 28.8 percent increase from the pre-expansion mean of 94.2 per 100 000 nonelderly women in expansion states. The event-study model reveals no evidence of differential pretrends in expansion and nonexpansion states and suggests use grew to 40 or more prescriptions per 100 000 nonelderly women 3-5 years postexpansion. CONCLUSIONS Medicaid expansion may have had a meaningful impact on the ability of lower-income women to access effective hormonal therapies used to treat breast cancer.
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Affiliation(s)
- Johanna Catherine Maclean
- Economics DepartmentTemple UniversityPhiladelphiaPennsylvania
- National Bureau of Economic ResearchCambridgeMassachussets
- Institute for Labor EconomicsBonnGermany
| | - Michael T. Halpern
- Temple UniversityPhiladelphiaPennsylvania
- Present address:
Healthcare Delivery Research ProgramNational Cancer InstituteBethesdaMaryland
| | - Steven C. Hill
- Center for Financing, Access and Cost TrendsAgency for Healthcare Research and QualityRockvilleMaryland
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Changes in Medicaid Acceptance by Substance Abuse Treatment Facilities After Implementation of Federal Parity. Med Care 2020; 58:101-107. [PMID: 31688556 DOI: 10.1097/mlr.0000000000001242] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Adequate access for mental illness and substance use disorder (SUD) treatment, particularly for Medicaid enrollees, is challenging. Policy efforts, including the Mental Health Parity and Addiction Equity Act (MHPAEA), have targeted expanded access to care. With MHPAEA, more Medicaid plans were required to increase their coverage of SUD treatment, which may impact provider acceptance of Medicaid. OBJECTIVES To identify changes in Medicaid acceptance by SUD treatment facilities after the implementation of MHPAEA (parity). RESEARCH DESIGN Observational study using an interrupted time series design. SUBJECTS 2002-2013 data from the National Survey of Substance Abuse Treatment Services (N-SSATS) for all SUD treatment facilities was combined with state-level characteristics. MEASURES Primary outcome is whether a SUD treatment facility reported accepting Medicaid insurance. RESULTS Implementation of MHPAEA was associated with a 4.6 percentage point increase in the probability of an SUD treatment facility accepting Medicaid (P<0.001), independent of facility and state characteristics, time trends, and key characteristics of state Medicaid programs. CONCLUSIONS After parity, more SUD treatment facilities accepted Medicaid payments, which may ultimately increase access to care for individuals with SUD. The findings underscore how parity laws are critical policy tools for creating contexts that enable historically vulnerable and underserved populations with SUD to access needed health care.
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Powell D, Pacula RL, Taylor E. How increasing medical access to opioids contributes to the opioid epidemic: Evidence from Medicare Part D. JOURNAL OF HEALTH ECONOMICS 2020; 71:102286. [PMID: 32193022 PMCID: PMC7231644 DOI: 10.1016/j.jhealeco.2019.102286] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Revised: 10/08/2019] [Accepted: 12/31/2019] [Indexed: 05/19/2023]
Abstract
Drug overdoses involving opioid analgesics have increased dramatically since 1999, representing one of the United States' top public health crises. Opioids have legitimate medical functions, but they are often diverted, suggesting a tradeoff between improving medical access and nonmedical abuse. We provide causal estimates of the relationship between the medical opioid supply and drug overdoses using Medicare Part D as a differential shock to the geographic distribution of opioids. Our estimates imply that a 10% increase in opioid medical supply leads to a 7.1% increase in opioid-related deaths among the Medicare-ineligible population, suggesting substantial diversion from medical markets.
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He Q, Barkowski S. The effect of health insurance on crime: Evidence from the Affordable Care Act Medicaid expansion. HEALTH ECONOMICS 2020; 29:261-277. [PMID: 31908077 DOI: 10.1002/hec.3977] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Revised: 10/24/2019] [Accepted: 10/28/2019] [Indexed: 06/10/2023]
Abstract
Little evidence exists on the effect of the Affordable Care Act (ACA) on criminal behavior, a gap in the literature that this paper seeks to address. Using a simple model, we argue we should anticipate a decrease in time devoted to criminal activities in response to the expansion, because the availability of the ACA Medicaid coverage raises the opportunity cost of crime. This prediction is particularly relevant for the ACA expansion because it primarily affects childless adults, a population likely to contain individuals who engage in criminal behavior. We validate this forecast empirically using a difference-in-differences framework, estimating the expansion's effects on panel datasets of state- and county-level crime rates. Our estimates suggest that the ACA Medicaid expansion was negatively associated with burglary, vehicle theft, homicide, robbery, and assault. These crime-reduction spillover effects represent an important offset to the government's cost burden for the ACA Medicaid expansion.
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Affiliation(s)
- Qiwei He
- Department of Global Health, China National Health Development Research Center, Beijing, China
| | - Scott Barkowski
- John E. Walker Department of Economics, Clemson University, Clemson, South Carolina
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Scrivner O, Nguyen T, Simon K, Middaugh E, Taska B, Börner K. Job postings in the substance use disorder treatment related sector during the first five years of Medicaid expansion. PLoS One 2020; 15:e0228394. [PMID: 31999764 PMCID: PMC6992002 DOI: 10.1371/journal.pone.0228394] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Accepted: 01/14/2020] [Indexed: 12/21/2022] Open
Abstract
Background Effective treatment strategies exist for substance use disorder (SUD), however severe hurdles remain in ensuring adequacy of the SUD treatment (SUDT) workforce as well as improving SUDT affordability, access and stigma. Although evidence shows recent increases in SUD medication access from expanding Medicaid availability under the Affordable Care Act, it is yet unknown whether these policies also led to a growth in hiring in the SUDT related workforce, partly due to poor data availability. Our study uses novel data to shed light on recent trends in a fast-evolving and policy-relevant labor market, and contributes to understanding data sources to track the SUDT related workforce and the effect of recent state healthcare policies on the supply side of this sector. Methods and data We examine hiring attempts in the SUDT and related behavioral health sector over 2010-2018 to estimate the causal effect of the 2014-and-beyond state Medicaid expansions on these outcomes through “difference-in-difference” econometric models. We use Burning Glass Technologies (BGT) data covering virtually all U.S. job postings by employers. Findings Nationally, we find little growth in the sector’s hiring attempts in 2010-2018 relative to the rest of the economy or to health care as a whole. However, this masks heterogeneity in the bimodal trend in SUDT job postings, with some increases in most years but a decrease in 2014 and in 2017, as well as a shift in emphasis between different occupational categories. Medicaid expansion, however, is not associated with any statistically significant change in overall hiring attempts in the SUDT related sector during this time period, although there is moderate evidence of increases among primary care physicians. Conclusions Although hiring attempts in the SUDT related sector as measured by the number of job advertisements have not grown substantially over time, there was a shift in the hiring landscape. Many national factors including reimbursement policy may play a role in incentivizing demand for the SUDT related workforce, but our research does not show that recent state Medicaid expansion was one such statistically detectable factor. Future research is needed to understand how aggregate labor demand signals translate into actual increases in SUDT workforce and availability.
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Affiliation(s)
- Olga Scrivner
- Luddy School of Informatics, Computing, and Engineering, Indiana University, Bloomington, IN, United States of America
- * E-mail:
| | - Thuy Nguyen
- O’Neill School of Public and Environmental Affairs, Indiana University, Bloomington, IN, United States of America
| | - Kosali Simon
- O’Neill School of Public and Environmental Affairs, Indiana University, Bloomington, IN, United States of America
- National Bureau of Economic Research, Cambridge, Massachusetts, United States of America
| | - Esmé Middaugh
- Luddy School of Informatics, Computing, and Engineering, Indiana University, Bloomington, IN, United States of America
| | - Bledi Taska
- Burning Glass Technologies, Boston, Massachusetts, United States of America
| | - Katy Börner
- Luddy School of Informatics, Computing, and Engineering, Indiana University, Bloomington, IN, United States of America
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Maclean JC, Pesko MF, Hill SC. Public insurance expansions and smoking cessation medications. ECONOMIC INQUIRY 2019; 57:1798-1820. [PMID: 31427832 PMCID: PMC6699517 DOI: 10.1111/ecin.12794] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
We study the effect of public insurance on smoking cessation medication prescriptions and financing. We leverage variation in insurance coverage generated by recent Affordable Care Act expansions to Medicaid. We estimate differences-in-differences models using administrative data on the universe of Medicaid-financed prescriptions sold in retail and online pharmacies 2011-2017. Our findings suggest that these expansions increased Medicaid-financed smoking cessation prescriptions by 34%. This increase reflects new medication use and a shift in payment from private insurers and self-paying patients to Medicaid. Adjusting our estimate for changes in financing implies that Medicaid expansion lead to a 24% increase in new medication use.
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Affiliation(s)
- Johanna Catherine Maclean
- Associate Professor, Department of Economics, Temple University, Research Associate, National Bureau of Economics, Research Affiliate, Institute for Labor Economics, Ritter Annex 869 -- 1301 Cecil B Moore Avenue, Philadelphia PA, 19122
| | - Michael F. Pesko
- Assistant Professor, Department of Economics, Andrew Young School of Policy Studies, Georgia State University, PO Box 3992, Atlanta GA, 30302-3992
| | - Steven C. Hill
- Senior Economist, Center for Financing, Access and Cost Trends, Agency for Healthcare Research and Quality, 5600 Fishers Lane, Mail Stop 07W41A, Rockville MD 20857
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