ReviewDrug and alcohol dependence2020
Is it feasible to pay specialty substance use disorder treatment programs based on patient outcomes?
Review in Drug and alcohol dependence, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
5 citing papers in PubMed, 1 synthesis or guideline pooled it, 8 citations in OpenAlex.
- Association of Alternative Payment and Delivery Models With Outcomes for Mental Health and Substance Use Disorders: A Systematic Review.JAMA network open · 2020Pooled it
- Use of alternative payment models for substance use disorder prevention in the United States: development of a conceptual framework.Substance abuse treatment, prevention, and policy · 2025Article
- Payment and Financing for Substance Use Screening and Brief Intervention for Adolescents and Adults in Health, School, and Community Settings.The Journal of adolescent health : official publication of the Society for Adolescent Medicine · 2022Review
- Effectiveness of value-based purchasing for substance use treatment engagement and retention.Journal of substance abuse treatment · 2021Article
- It's not just the money: The role of treatment ideology in publicly funded substance use disorder treatment.Journal of substance abuse treatment · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundSome US payers are starting to vary payment to providers depending on patient outcomes, but this approach is rarely used in substance use disorder (SUD) treatment. PURPOSE: We examine the feasibility of applying a pay-for-outcomes approach to SUD treatment.
methodsWe reviewed several relevant literatures: (1) economic theory papers that describe the conditions under which pay-for-outcomes is feasible in principle; (2) description of the key outcomes expected from SUD treatment, and the measures of these outcomes that are available in administrative data systems; and (3) reports on actual experiences of paying SUD treatment providers based on patient outcomes.
resultsThe economics literature notes that when patient outcomes are strongly influenced by factors beyond provider control and when risk adjustment performs poorly, pay-for-outcomes will increase provider financial risk. This is relevant to SUD treatment. The literature on SUD outcome measurement shows disagreement on whether to include broader outcomes beyond abstinence from substance use. Good measures are available for some of these broader constructs, but the need for risk adjustment still brings many challenges. Results from two past payment experiments in SUD treatment reinforce some of the concerns raised in the more conceptual literature.
conclusionThere are special challenges in applying pay-for-outcomes to SUD treatment, not all of which could be overcome by developing better measures. For SUD treatment it may be necessary to define outcomes more broadly than for general medical care, and to continue conditioning a sizeable portion of payment on process measures.
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What OpenQuestion holds
Registered trials
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.