Evidence map›Paper›PMID 41711389›Full record

ArticleJMIR formative research2026

Smartphone-Based Contingency Management for Patients Who Use Methamphetamine: Qualitative Analysis of Patient and Clinician Perspectives.

Yanni M Chang, Adam C Ketron, Mark H Duncan, Matthew D Iles-Shih, Andrew J Saxon, Kevin A Hallgren

Abstract read
In one paragraph

Article in JMIR formative research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

6 authors.

Yanni M Chang *Department of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0000-0001-6750-9985
Adam C Ketron *Department of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0009-0009-3620-1318
Mark H DuncanDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0000-0003-2810-7304
Matthew D Iles-ShihDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0009-0003-6422-7562
Andrew J SaxonDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0000-0003-3880-2589
Kevin A HallgrenDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0000-0001-8386-3984

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMethamphetamine use disorder is a growing public health crisis with limited access to effective treatment. Contingency management (CM) has demonstrated efficacy for stimulant use disorders, but is typically delivered in person. Smartphone-based CM may overcome barriers such as limited access, but its effectiveness and real-world application remain understudied. This study explores patient and clinician experiences with a fully remote, smartphone-based CM intervention for methamphetamine use.

objectiveThis exploratory, descriptive qualitative study analyzes interviews with patients and clinicians involved in a previously published single-arm trial in which smartphone-based CM was offered to individuals using methamphetamine through primary care or specialty addiction treatment clinics within a large health system. The study aims to identify and describe key facilitators, barriers, and perspectives related to engagement of both groups with the intervention, providing actionable insights to inform optimization and implementation of digital CM in health care settings.

methodsWe conducted a qualitative analysis of semistructured interviews with 14 patients and 14 clinicians from a prior pilot study of a fully remote, smartphone-based CM intervention for methamphetamine use. Interviews were analyzed using grounded theory in a 5-step process: transcript review, codebook development, coding, thematic reduction, and generation of overarching themes. The analysis focused on a priori themes related to facilitators, barriers, and suggestions for improvement.

resultsPatients and clinicians identified many benefits, viewing the program as valuable for individuals using methamphetamine. Patients appreciated the flexibility, accessibility, and motivational incentives. Clinicians saw CM as a low-risk, evidence-based strategy that could enhance engagement, especially among patients less responsive to traditional approaches. Common challenges included technological issues such as problems with video-based testing, app navigation, and internet access. Patients had mixed views about educational modules and described difficulty with correct substance test procedures and a lack of human connection. Clinicians expressed concerns for patients with significant psychosocial instability. Differences emerged in the types of concerns raised: patients focused on day-to-day engagement, while clinicians emphasized broader themes of equity, sustainability, and a preference for models rewarding improvement even without full abstinence.

conclusionsSmartphone-based CM shows promise for addressing methamphetamine use disorder, especially in settings lacking traditional treatment access. However, optimizing implementation requires addressing challenges related to technology, accessibility, and equity. Recommendations include integrating CM with clinical infrastructure, expanding rewardable behaviors beyond abstinence, enhancing user experience, and improving technological access. Future research should explore flexible models that incorporate broader recovery goals and strengthen both technical and human support.

Indexed as

Amphetamine-Related DisordersBehavior TherapyMethamphetaminePatientsSmartphoneAdherence InterventionsAdultFemaleHumansInterviews as TopicMaleMiddle AgedQualitative ResearchMethamphetaminecontingency managementDynamiCaremethamphetamine use disordermHealthmobile healthmotivational incentivesprimary carequalitative studystimulant use disorder

Identifiers

PMID41711389
PMCPMC12963966

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.