Evidence map›Paper›PMID 42620455›Full record

ArticleResearch square2026

Motivations, Decision-Making, and Barriers to Treatment Innovation Adoption: A Mixed-Methods Study of Addiction Treatment Executives.

Tyler Wray, Erik Ocean, Sonal Sharma

Abstract readPreprint
In one paragraph

Article in Research square, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

Tyler WrayBrown University.
Erik OceanBrown University.
Sonal SharmaBrown University.

Funding

Using Virtual Reality to help develop discrepancy and elicit change talk in brief motivational interventions for heavy drinking young adultsR01AA031282 · NIAAA · BROWN UNIVERSITY · PI Tyler Blake Wray · 2024 to 2026
$1.8M
NIAAA NIH HHS R01 AA031282
6 · The paper itself

Abstract

Introduction: Evidence-based treatments for substance use disorders (SUDs) are widely available, yet many facilities struggle to adopt and implement them at scale. Little is known about how facility leaders decide to adopt treatment innovations or what motivates and impedes those decisions. In this study, we explored motivations, decision-making processes, and barriers to innovation adoption among addiction treatment executives. Methods: We conducted an exploratory sequential mixed-methods study with 12 executives and clinical directors of addiction treatment centers in New England. Semi-structured qualitative interviews were analyzed using codebook thematic analysis. Findings informed a follow-up quantitative survey administered to the same participants and analyzed descriptively. Results: Treatment facility leaders held generally positive attitudes toward innovation and often follow a relatively deliberate adoption process. Improving patient outcomes and retention was the most salient motivation across both qualitative and quantitative data, but many described patient referrals, financial sustainability, and staff wellbeing as related rather than competing priorities. Innovation ideas most often originated from clinical staff, peer networks, and conferences. Peer-reviewed journals were among the lowest-rated discovery sources. Regarding barriers to adopting treatment innovations, roughly a third of participants rated trialability as an important factor in adoption decisions, and piloting before full implementation was common but not universal. On surveys, the need to add staff, workflow compatibility, and mission alignment were the highest-rated inner setting barriers, while staff training needs were among the least important. Conclusions: These findings suggest that barriers to adoption arise less from facility leaders' attitudes and more from organizational and operational constraints. Interventions that align with existing workflows can be tested on a small scale. Leveraging clinical and professional networks for dissemination may be more likely to achieve widespread implementation.

Indexed as

addiction treatment organizationsimplementation scienceinnovation adoptionorganizational decision-makingSubstance use disorder treatment

Identifiers

PMID42620455
PMCPMC13484867

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.