Cited by 10Substance Abuse Treatment and OutcomesHealthcare Policy and ManagementOpioid Use Disorder Treatment

The relationship of Medicaid expansion to psychiatric comorbidity care within substance use disorder treatment programs

Open access
Shover, Chelsea L., Abraham, Amanda, D'Aunno, Thomas, Friedmann, Peter D., Humphreys, Keith·2019·Journal of Substance Abuse Treatment

Abstract

Background Co-occurring mental health disorders are common among substance use disorder (SUD) patients. Medicaid expansion aimed to reduce barriers to SUD and mental health care and thereby improve treatment outcomes. Methods We estimated change in the proportion of United States SUD treatment sites offering treatment for psychiatric comorbidities following Medicaid expansion as part of implementation of the Affordable Care Act (ACA) in 2014. Using panel data from the 2013-2014, n = 660, and 2016-2017, n = 638, waves of the National Drug Abuse Treatment System Survey (NDATSS), we estimated change in the proportion of sites offering antidepressant medication, other psychiatric medication, behavioral treatment, or any combination thereof for treatment of mental health comorbidities (i.e., beyond services focused on SUD). We modeled the impact of Medicaid expansion as an interaction between year and date of Medicaid expansion. We constructed a mixed-effects linear regression model for each outcome, with the interaction variable as the main exposure, site as a random effect, and site's average duration of treatment, proportion of clients with psychiatric comorbidities, average caseload per treatment prescribing-clinician on staff, type of facility and geographic region as covariates, to estimate a difference-in-differences (D-I-D) equation. Results The adjusted D-I-D analysis indicated that the proportion of SUD treatment sites offering antidepressants for psychiatric treatment increased 10% (95% CI 1%, 18%) in the Medicaid expansion sites compared to non-expansion sites. The D-I-D for other psychiatric medications was also 10% (95% 1%, 19%). No significant changes were observed in behavioral treatment or the combination measure. The strongest association between Medicaid expansion and offering medication for mental health comorbidities was the 34% increase observed for residential treatment settings (95% CI 10%, 59%). Conclusion Availability of psychiatric medication treatment in SUD treatment settings increased following Medicaid expansion, particularly in residential SUD facilities. This policy change has facilitated integrated treatment for the substantial share of SUD treatment patients with mental health comorbidities, with the greatest benefit for patients receiving SUD treatment in residential programs.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1016/j.jsat.2019.07.012

Cites

4 of 4 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 15

  1. Abraham AJ, Andrews CM, Grogan CM, D’Aunno T, Humphreys KN, Pollack HA, & Friedmann PD (2017). The Affordable Care Act Transformation of Substance Use Disorder Treatment. American Journal of Public Health, 107(1), 31– 32. Retrieved from 10.2105/AJPH.2016.303558. doi: 27925819 PMC5308192 · DOI · Paper page
  2. Andrews CM, Pollack HA, Abraham AJ, Grogan CM, Bersamira CS, D’Aunno T, & Friedmann PD (2019). Medicaid coverage in substance use disorder treatment after the affordable care act. Journal of Substance Abuse Treatment, 102, 1– 7. Retrieved from http://www.sciencedirect.com/science/article/pii/S0740547218305750. doi: 10.1016/j.jsat.2019.04.002 31202283 PMC6578872 · DOI
  3. Brady KT, & Sinha R (2005). Co-occurring mental and substance use disorders: The neurobiological effects of chronic stress. American Journal of Psychiatry, 162(8), 1483– 1493. Retrieved from <Go to ISI>://WOS:000230857400010. doi: 10.1176/appi.ajp.162.8.1483 16055769 · DOI
  4. D’Aunno T, Friedmann PD, Chen Q, & Wilson DM (2015). Integration of Substance Abuse Treatment Organizations into Accountable Care Organizations: Results from a National Survey. J Health Polit Policy Law, 40(4), 797– 819. doi: 10.1215/03616878-3150062 26124307 PMC4704856 · DOI
  5. Dimick JB, & Ryan AM (2014). Methods for Evaluating Changes in Health Care Policy: The Difference-in-Differences ApproachDifference-in-Differences ApproachJAMA Guide to Statistics and Methods. JAMA, 312(22), 2401– 2402. Retrieved from 10.1001/jama.2014.16153. doi: 10.1001/jama.2014.16153 25490331 · DOI · Paper page
  6. Forman-Hoffman VL, Batts KR, Hedden SL, Spagnola K, & Bose J (2018). Comorbid mental disorders among adults in the mental health surveillance survey. Annals of Epidemiology, 28(7), 468– 474. Retrieved from <Go to ISI>://WOS:000435227000008. doi: 10.1016/j.annepidem.2018.03.002 29602518 · DOI
  7. Grogan CM, Andrews C, Abraham A, Humphreys K, Pollack HA, Smith BT, & Friedmann PD (2016). Survey Highlights Differences In Medicaid Coverage For Substance Use Treatment And Opioid Use Disorder Medications. Health affairs (Project Hope), 35(12), 2289– 2296. Retrieved from https://www.ncbi.nlm.nih.gov/pubmed/27920318 https://www.ncbi.nlm.nih.gov/pmc/PMC5304419/. doi: 10.1377/hlthaff.2016.0623 27920318 PMC5304419 · DOI
  8. Horsfall J, Cleary M, Hunt G, & Walter G (2009). Psychosocial Treatments for People with Co-occurring Severe Mental Illnesses and Substance Use Disorders (Dual Diagnosis): A Review of Empirical Evidence. Harvard review of psychiatry, 17(1), 24– 34. Retrieved from http://sul-sfx.stanford.edu/sfxlcl41?url_ver=Z39.88-2004&url_ctx_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Actx&rft.atitle=Psychosocial%20Treatments%20for%20People%20with%20Co-occurring%20Severe%20Mental%20Illnesses%20and%20Substance%20Use%20Disorders%20%28Dual%20Diagnosis%29%3A%20A%20Review%20of%20Empirical%20Evidence&rft.aufirst=Jan&rft.aulast=Horsfall&rft.date=2009&rft_id=info%3Adoi%2F10.1080%2F10673220902724599&rft_id=info%3Apmid%2F19205964&rft.eissn=1465-7309&rft.epage=34&rft.genre=article&rft.issn=1067-3229&rft.issue=1&rft.jtitle=HARVARD%20REVIEW%20OF%20PSYCHIATRY&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.pages=24-34&rfr_id=info%3Asid%2Fwebofscience.com%3AWOS%3AWOS&rft.spage=24&rft.stitle=HARVARD%20REV%20PSYCHIAT&rft.volume=17&rft.au=Cleary%2C%20Michelle&rft.au=Hunt%2C%20Glenn%20E.&rft.au=Walter%2C%20Garrv. 19205964
  9. Humphreys K, & Frank RG (2014). The Affordable Care Act will revolutionize care for substance use disorders in the United States. Addiction, 109(12), 1957– 1958. doi: 10.1111/add.12606 24965487 · DOI · Paper page
  10. Humphreys K, & McLellan AT (2011). A policy-oriented review of strategies for improving the outcomes of services for substance use disorder patients. Addiction, 106(12), 2058– 2066. doi: 10.1111/j.1360-0443.2011.03464.x 21631620 · DOI
  11. Kessler RC, Berglund P, Demler O, Jin R, & Walters EE (2005). Lifetime prevalence and age-of-onset distributions’ of DSM-IV disorders in the national comorbidity survey replication. Archives of General Psychiatry, 62(6), 593– 602. Retrieved from <Go to ISI>://WOS:000229628400003. doi: 10.1001/archpsyc.62.6.593 15939837 · DOI · Paper page
  12. Knudsen HK (2015). The Supply of Physicians Waivered to Prescribe Buprenorphine for Opioid Use Disorders in the United States: A State-Level Analysis. J Stud Alcohol Drugs, 76(4), 644– 654 26098042 PMC4495082
  13. Kronick R, & Gilmer TP (2012). Medicare And Medicaid Spending Variations Are Strongly Linked Within Hospital Regions But Not At Overall State Level. Health Affairs, 31(5), 948– 955. Retrieved from 10.1377/hlthaff.2009.1065. doi: 10.1377/hlthaff.2009.1065 22566433 · DOI
  14. Stoffelmayr BE, Benishek LA, Humphreys K, Lee JA, & Mavis BE (1989). Substance Abuse Prognosis with an Additional Psychiatric Diagnosis: Understanding the Relationship. Journal of Psychoactive Drugs, 21(2), 145– 152. Retrieved from 10.1080/02791072.1989.10472154. doi: 10.1080/02791072.1989.10472154 2760755 · DOI
  15. Wennberg J, & Gittelsohn. (1973). Small area variations in health care delivery. Science, 182(4117), 1102– 1108. 4750608

Cited by

Sorted by citations

Authors
Shover, C. L., Abraham, A., D'Aunno, T., Friedmann, P. D., & Humphreys, K.
Affiliations
  • Stanford University (US)
  • University of Georgia (US)
  • University of Massachusetts Chan Medical School (US)
  • VA Palo Alto Health Care System (US)
Corresponding author
  • Shover, Chelsea L.
  • Abraham, Amanda
  • Friedmann, Peter D.
  • Humphreys, Keith
Venue
Journal of Substance Abuse Treatment
Publisher
Elsevier BV
Published
2019-10
Volume
105
Pages
44-50
ISSN
0740-5472 (ISSN-L)
OpenAlex
W2965454790
Cited by
10
References
4
Citations by year
2026: 1 · 2024: 1 · 2023: 2 · 2022: 2 · 2021: 2 · 2020: 1 · 2019: 1
FWCI
1.14
Type
journal article
Language
en
Open access
Locations
  • Journal of Substance Abuse Treatment (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • National Institute on Drug Abuse (T32 DA035165)
  • National Institutes of Health
  • Wu Tsai Neurosciences Institute
  • Stanford University
Topics
  • Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Healthcare Policy and Management
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
Keywords
Medicaid expansion, addiction treatment, psychiatric comorbidity, co-occurring disorders, Affordable Care Act, antidepressants, psychiatric medication, behavior therapy, residential treatment, integrated treatment, access to mental health care
MeSH terms
Mental Disorders, Humans, Medicaid, Patient Acceptance of Health Care, Surveys and Questionnaires, Residential Treatment, United States, Comorbidity, Substance-Related Disorders, Patient Protection and Affordable Care Act

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review