Evidence map›Paper›PMID 27517740›Full record

ArticleAddiction (Abingdon, England)2017

Effects of accountable care and payment reform on substance use disorder treatment: evidence from the initial 3 years of the alternative quality contract.

Elizabeth A Stuart, Colleen L Barry, Julie M Donohue, Shelly F Greenfield, Kenneth Duckworth, Zirui Song, Robert Mechanic, Elena M Kouri, Cyrus Ebnesajjad, Michael E Chernew and 1 more

Abstract read
In one paragraph

Article in Addiction (Abingdon, England), 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed, 2 pooled it
–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

18 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. County health rankings, provider shortages, and the health of incarcerated women with opioid use disorder.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2026
    Article
  4. Article
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  7. Taking account of accountable care.Health services research · 2021
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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

11 authors.

Elizabeth A StuartDepartment of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MS, USA.
Colleen L BarryDepartment of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MS, USA.
Julie M DonohueDepartment of Health Policy and Management, University of Pittsburgh School of Public Health, Pittsburgh, PA, USA.
Shelly F GreenfieldMcLean Hospital, Harvard Medical School, Belmont, MA, USA.
Kenneth DuckworthBlue Cross Blue Shield of Massachusetts, Boston, MA, USA.
Zirui SongDepartment of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
Robert MechanicHeller School for Social Policy and Management, Brandeis University, Waltham, MA, USA.
Elena M KouriDepartment of Health Care Policy, Harvard Medical School, Boston, MA, USA.
Cyrus EbnesajjadDepartment of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MS, USA.
Michael E ChernewDepartment of Health Care Policy, Harvard Medical School, Boston, MA, USA.
Haiden A HuskampDepartment of Health Care Policy, Harvard Medical School, Boston, MA, USA.

Funding

Substance Use Disorder Treatment under New Payment and Delivery System ModelsR01DA035214 · NIDA · HARVARD MEDICAL SCHOOL · PI BARRY, COLLEEN L, HUSKAMP, HAIDEN A. · 2013 to 2015
$2.2M
Mentoring in Substance Abuse Treatment ResearchK24DA019855 · NIDA · MC LEAN HOSPITAL (BELMONT, MA) · PI GREENFIELD, SHELLY F. · 2005 to 2014
$1.8M
Provider Payment Reform and Implications for Health Care CostsF30AG039175 · NIA · HARVARD MEDICAL SCHOOL · PI SONG, ZIRUI · 2010 to 2014
$161k
NIA NIH HHS F30 AG039175NIDA NIH HHS K24 DA019855NIDA NIH HHS R01 DA035214
6 · The paper itself

Abstract

BACKGROUND AND

aimsGlobal payment and accountable care reform efforts in the United States may connect more individuals with substance use disorders (SUD) to treatment. We tested whether such changes instituted under an Alternative Quality Contract (AQC) model within the Blue Cross Blue Shield of Massachusetts' (BCBSMA) insurer increased care for individuals with SUD.

designDifference-in-differences design comparing enrollees in AQC organizations with a comparison group of enrollees in organizations not participating in the AQC.

settingMassachusetts, USA.

participantsBCBSMA enrollees aged 13-64 years from 2006 to 2011 (3 years prior to and after implementation) representing 1 333 534 enrollees and 42 801 SUD service users. MEASUREMENTS: Outcomes were SUD service use and spending and SUD performance metrics. Primary exposures were enrollment into an AQC provider organization and whether the AQC organization did or did not face risk for behavioral health costs.

findingsEnrollees in AQC organizations facing behavioral health risk experienced no change in the probability of using SUD services (1.64 versus 1.66%; P = 0.63), SUD spending ($2807 versus $2700; P = 0.34) or total spending ($12 631 versus $12 849; P = 0.53), or SUD performance metrics (identification: 1.73 versus 1.76%, P = 0.57; initiation: 27.86 versus 27.02%, P = 0.50; engagement: 11.19 versus 10.97%, P = 0.79). Enrollees in AQC organizations not at risk for behavioral health spending experienced a small increase in the probability of using SUD services (1.83 versus 1.66%; P = 0.003) and the identification performance metric (1.92 versus 1.76%; P = 0.007) and a reduction in SUD medication use (11.84 versus 14.03%; P = 0.03) and the initiation performance metric (23.76 versus 27.02%; P = 0.005).

conclusionsA global payment and accountable care model introduced in Massachusetts, USA (in which a health insurer provided care providers with fixed prepayments to cover most or all of their patients' care during a specified time-period, incentivizing providers to keep their patients healthy and reduce costs) did not lead to sizable changes in substance use disorder service use during the first 3 years following its implementation.

Indexed as

Blue Cross Blue Shield Insurance PlansReimbursement, IncentiveAdolescentAdultFemaleHealth ExpendituresHealth Services AccessibilityHumansMaleManaged CompetitionMassachusettsMiddle AgedQuality ImprovementSubstance-Related DisordersUnited StatesYoung AdultAccountable care organizationsbehavioral healthdifference-in-differencesdrug abuse treatmentglobal paymentperformance measures

Identifiers

PMID27517740
PMCPMC5148657

What OpenQuestion holds

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LicenceTDM
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.