ArticleJMIR formative research2022
Smartphone Ownership, Smartphone Utilization, and Interest in Using Mental Health Apps to Address Substance Use Disorders: Literature Review and Cross-sectional Survey Study Across Two Sites.
Article in JMIR formative research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
What it found
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Who cites it
18 citing papers in PubMed, 25 citations in OpenAlex.
- Eyes on Screens: Exploring the Ocular Health Consequences of Smartphone Use in Medical Students.Journal of lifestyle medicine · 2026Article
- "That would be such a game changer": a qualitative study of the acceptability and feasibility of a digital harm reduction support tool among people who use drugs.Harm reduction journal · 2026Article
- Behavioral intentions toward a mobile mental health screening and support tool suite for healthcare professionals in Ethiopia.BMC health services research · 2026Article
- Development of the Healthy Women Intervention to Increase Women's Engagement in Medication Treatment for Opioid Use Disorder: Mixed Methods, User-Centered Design Approach.JMIR formative research · 2026Article
- Digital Therapies for Substance Use Disorders: Recent Advances and Engagement Strategies.Substance abuse and rehabilitation · 2026Review
- Engaging veterans in the development of mobile health interventions to support medication treatment for opioid use disorder.Frontiers in digital health · 2026Article
- Usability evaluation of a mobile mental health app for depression and anxiety self-care in Ethiopia.Discover mental health · 2025Article
- "That would be such a game changer": A qualitative study of the acceptability and feasibility of a digital harm reduction support tool among people who use drugs.Research square · 2025Article
- The evolving field of digital mental health: current evidence and implementation issues for smartphone apps, generative artificial intelligence, and virtual reality.World psychiatry : official journal of the World Psychiatric Association (WPA) · 2025Article
- What smartphone apps exist to support recovery from opioid use disorder? A content analysis of publicly available opioid-related smartphone apps.Addiction science & clinical practice · 2025Article
- The effectiveness of a transtheoretical model based on health education intervention on adherence to methadone maintenance treatment: a quasi-experimental study.BMC public health · 2025Article
- Psychosocial Outcomes Associated with Mobile Health App Use among Medicaid Recipients who Use Substances.Journal of social work practice in the addictions · 2025Article
- Acceptability of "DIDE", a mobile application designed at facilitating care adherence of patients with substance use disorder.Addiction science & clinical practice · 2024Article
- Technology-based interventions for tobacco smoking prevention and treatment: a 20-year bibliometric analysis (2003-2022).Substance abuse treatment, prevention, and policy · 2024Article
- Preference for hotline versus mobile application/countdown-based mobile overdose response services: a qualitative study.Harm reduction journal · 2024Article
- Engagement with mHealth Alcohol Interventions: User Perspectives on an App or Chatbot-Delivered Program to Reduce Drinking.Healthcare (Basel, Switzerland) · 2024Article
- Analysis of Wastewater Samples to Explore Community Substance Use in the United States: Pilot Correlative and Machine Learning Study.JMIR formative research · 2023Article
- Prospective acceptability of digital phenotyping among pregnant and parenting people with opioid use disorder: A multisite qualitative study.Frontiers in psychiatry · 2023Article
Corrections and comments
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundIn recent years, there has been increasing interest in implementing digital technologies to diagnose, monitor, and intervene in substance use disorders. Smartphones are now a vehicle for facilitating telepsychiatry visits, measuring health metrics, and communicating with health care professionals. In light of the COVID-19 pandemic and the movement toward web-based and hybrid clinic visits and meetings, it has become especially salient to assess phone ownership among individuals with substance use disorders and their comfort in navigating phone functionality and using phones for mental health purposes.
objectiveThe aims of this study were to summarize the current literature around smartphone ownership, smartphone utilization, and the acceptability of using smartphones for mental health purposes and assess these variables across two disparate substance use treatment sites.
methodsWe performed a focused literature review via a search of two academic databases (PubMed and Google Scholar) for publications since 2007 on the topics of smartphone ownership, smartphone utilization, and the acceptability of using mobile apps for mental health purposes among the substance use population. Additionally, we conducted a cross-sectional survey study that included 51 participants across two sites in New England-an inpatient detoxification unit that predominantly treats patients with alcohol use disorder and an outpatient methadone maintenance treatment clinic.
resultsPrior studies indicated that mobile phone ownership among the substance use population between 2013 and 2019 ranged from 83% to 94%, while smartphone ownership ranged from 57% to 94%. The results from our study across the two sites indicated 96% (49/51) mobile phone ownership and 92% (47/51) smartphone ownership among the substance use population. Although most (43/49, 88%) patients across both sites reported currently using apps on their phone, a minority (19/48, 40%) reported previously using any apps for mental health purposes. More than half of the participants reported feeling at least neutrally comfortable with a mental health app gathering information regarding appointment reminders (32/48, 67%), medication reminders (33/48, 69%), and symptom surveys (26/45, 58%). Most patients were concerned about privacy (34/51, 67%) and felt uncomfortable with an app gathering location (29/47, 62%) and social (27/47, 57%) information for health care purposes.
conclusionsThe majority of respondents reported owning a mobile phone (49/51, 96%) and smartphone (47/51, 92%), consistent with prior studies. Many respondents felt comfortable with mental health apps gathering most forms of personal information and with communicating with their clinician about their mental health. The differential results from the two sites, namely greater concerns about the cost of mental health apps among the methadone maintenance treatment cohort and less experience with downloading apps among the older inpatient detoxification cohort, may indicate that clinicians should tailor technological interventions based on local demographics and practice sites and that there is likely not a one-size-fits-all digital psychiatry solution.
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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.