ArticleJAMA network open2023
Provision of Digital Health Technologies for Opioid Use Disorder Treatment by US Health Care Organizations.
Article in JAMA network open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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
17 citing papers in PubMed, 21 citations in OpenAlex.
- Implementation of a Mobile Digital Tool Supporting Medication for Opioid Use Disorder Treatment Improves Retention: Stepped-Wedge Cluster Randomized Controlled Trial.Journal of medical Internet research · 2025Trial
- Perceptions of Technology and Digital Health Tools Among Recently Incarcerated Adults With Opioid Use Disorder: Semistructured Interview Study.Journal of medical Internet research · 2026Article
- Availability of Treatment for Alcohol and Opioid Use Disorders Among Accountable Care Organization Participants.Psychiatric services (Washington, D.C.) · 2026Article
- Economic cost of strategic implementation approaches to increase uptake of digital therapeutics for substance use disorders in a large integrated health system.PLOS digital health · 2026Article
- [Innovative Mechanisms of Medical Care and Prevention Integration in Compact County-Level Medical Alliances From the Perspective of Collaborative Governance-A Case Study of Luojiang District, Deyang City, China].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2025Article
- Implementing Digital Mental Health Tools in the Public Behavioral Health Systems: A Multi-City/County Evaluation of California's Help@Hand Project.Research square · 2025Article
- Opioid misuse detection from cognitive and physiological data with temporal fusion deep learning.Drug and alcohol dependence · 2025Article
- Facilitators and Challenges to Adoption of a Digital Health Tool for Opioid Use Disorder Treatment in Primary Care: Mixed Methods Study.Journal of medical Internet research · 2025Article
- Characteristics of accountable care organizations offering methadone to patients with opioid use disorder.Health affairs scholar · 2025Article
- Digitally-enhanced medication-assisted treatment for opioid use disorder: acceptability, engagement and treatment retention.Frontiers in psychiatry · 2025Article
- Digital Health Readiness: Making Digital Health Care More Inclusive.JMIR mHealth and uHealth · 2024Article
- Evaluating generative AI responses to real-world drug-related questions.Psychiatry research · 2024Article
- Closing the Digital Divide in Interventions for Substance Use Disorder.Journal of psychiatry and brain science · 2024Article
- Behavioral health treatment delivery by social workers in accountable care organizations.Social work in health care · 2024Article
- Digital Phenotyping for Mood Disorders: Methodology-Oriented Pilot Feasibility Study.Journal of medical Internet research · 2023Article
- Article
- Formative evaluation of the implementation of digital therapeutics for opioids and other substance use disorders in primary care (DIGITS trial).Implementation research and practiceArticle
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 4 institutions in 1 country.
Funding
Abstract
Importance: Digital health technologies may expand organizational capacity to treat opioid use disorder (OUD). However, it remains unclear whether these technologies serve as substitutes for or complements to traditional substance use disorder (SUD) treatment resources in health care organizations. Objective: To characterize the use of patient-facing digital health technologies for OUD by US organizations with accountable care organization (ACO) contracts. Design, Setting, and Participants: This cross-sectional study analyzed responses to the 2022 National Survey of Accountable Care Organizations (NSACO), collected between October 1, 2021, and June 30, 2022, from US organizations with Medicare and Medicaid ACO contracts. Data analysis was performed between December 15, 2022, and January 6, 2023. Exposures: Treatment resources for SUD (eg, an addiction medicine specialist, sufficient staff to treat SUD, medications for OUD, a specialty SUD treatment facility, a registry to identify patients with OUD, or a registry to track mental health for patients with OUD) and organizational characteristics (eg, organization type, Medicaid ACO contract). Main Outcomes and Measures: The main outcomes included survey-reported use of 3 categories of digital health technologies for OUD: remote mental health therapy and tracking, virtual peer recovery support programs, and digital recovery support for adjuvant cognitive behavior therapy (CBT). Statistical analysis was conducted using descriptive statistics and multivariable logistic regression models. Results: Overall, 276 of 505 organizations responded to the NSACO (54.7% response rate), with a total of 304 respondents. Of these, 161 (53.1%) were from a hospital or health system, 74 (24.2%) were from a physician- or medical group-led organization, and 23 (7.8%) were from a safety-net organization. One-third of respondents (101 [33.5%]) reported that their organization used at least 1 of the 3 digital health technology categories, including remote mental health therapy and tracking (80 [26.5%]), virtual peer recovery support programs (46 [15.1%]), and digital recovery support for adjuvant CBT (27 [9.0%]). In an adjusted analysis, organizations with an addiction medicine specialist (average marginal effect [SE], 32.3 [4.7] percentage points; P < .001) or a registry to track mental health (average marginal effect [SE], 27.2 [3.8] percentage points; P < .001) were more likely to use at least 1 category of technology compared with otherwise similar organizations lacking these capabilities. Conclusions and Relevance: In this cross-sectional study of 276 organizations with ACO contracts, organizations used patient-facing digital health technologies for OUD as complements to available SUD treatment capabilities rather than as substitutes for unavailable resources. Future studies should examine implementation facilitators to realize the potential of emerging technologies to support organizations facing health care practitioner shortages and other barriers to OUD treatment delivery.
Indexed as
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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.