ArticleJournal of medical Internet research2019
Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis.
Article in Journal of medical Internet research, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 515 papers, 10 of them syntheses 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.
App-Based Mindfulness Meditation for People of Color Who Experience Race-Related Stress: A Randomized Control Trial
The Effect of App-Based Mindfulness-Based Stress on Physiological and Psychological Factors in Patients With Heart Failure: A Randomized Controlled Trial
The Efficacy of "Inner Peak" an AI-enabled Digital Wellness App on Mental Wellness Among a Sample of University of West Indies (UWI) Mona Students
Who cites it
515 citing papers in PubMed, 10 syntheses or guidelines pooled it, 953 citations in OpenAlex.
- Smartphone Apps for Preventing Adolescent Health Problems Among Health Care Professionals: Systematic Search and Quality Assessment.JMIR mHealth and uHealth · 2026Pooled it
- Attrition in Digital Self-Management Interventions for Patients With Metabolic Dysfunction Associated Steatotic Liver Disease (MASLD): Mixed Methods Systematic Review.Journal of medical Internet research · 2026Pooled it
- Commercially available mobile health applications for obesity across the lifespan: a systematic search and quality assessment.International journal of obesity (2005) · 2026Pooled it
- Persuasive Systems Design Features of Smartphone Apps for Psychosis: Systematic Review.JMIR human factors · 2026Pooled it
- AI-Driven Mental Health Support for Caregivers of Individuals With Alzheimer Disease: Systematic Literature Review and Development of a Conceptual Framework.JMIR mental health · 2026Pooled it
- Association between user engagement and clinical outcomes in smartphone apps for depression and anxiety: A systematic review and meta-analysis.Psychiatry research · 2026Pooled it
- The User Experience of Ambulatory Assessment and Mood Monitoring in Bipolar Disorder: Systematic Review and Meta-Synthesis of Qualitative Studies.Journal of medical Internet research · 2025Pooled it
- Pooled it
- Consumer-Grade Neurofeedback With Mindfulness Meditation: Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Physical activity interventions delivered through digital health technology for improving workers' mental health symptoms: a systematic review and meta-analysis.Journal of occupational health · 2025Pooled it
- A pragmatic randomized controlled trial of self-directed online writing interventions for posttraumatic stress symptoms in a real-world digital setting.European journal of psychotraumatology · 2026Trial
- Testing How Mindfulness Skills Change for Novice Meditators Using Headspace: Examining Trait Mindfulness and Perceived Stress as Moderators.Stress and health : journal of the International Society for the Investigation of Stress · 2026Trial
- Identifying Active Ingredients that Cause Change in Digital Parent Training Programs for Child Behavior Problems: A Qualitative Exploration.Child psychiatry and human development · 2026Trial
- Acceptability, Feasibility, and Preliminary Effectiveness of a Mobile App for Teens With or at High Risk for Eating Disorders: A Three-Arm Pilot Randomized Controlled Trial Comparing Self-Help, Guided Self-Help, and Guided Self-Help With a Social Networking Component.The International journal of eating disorders · 2026Trial
- Efficacy of a mobile-based approach-avoidance task training (PROTECTapp) for problematic usage of the internet in young adults: A randomized controlled trial.Journal of behavioral addictions · 2026Trial
- Sociodemographic and clinical predictors of digital mental health intervention engagement among treatment-seeking psychiatric outpatients.Journal of affective disorders · 2026Trial
- A Self-Guided App-Based Mindfulness Intervention for Racially and Ethnically Minoritized Individuals Who Experience Discrimination-Related Mental Health Symptoms: Randomized Controlled Trial.Journal of medical Internet research · 2026Trial
- A crowdsourced megastudy of 12 digital single-session interventions for depression in US adults.Nature human behaviour · 2026Trial
- Adherence, Acceptability, and Sexual Health Outcomes of the Odeya App-Based Intervention for Sexual Distress in Women With Endometriosis: Randomized Controlled Mixed Methods Trial.Journal of medical Internet research · 2026Trial
- The Effectiveness of the Headspace App for Improving Sleep: Randomized Controlled Trial.Journal of medical Internet research · 2026Trial
455 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundUnderstanding patterns of real-world usage of mental health apps is key to maximizing their potential to increase public self-management of care. Although developer-led studies have published results on the use of mental health apps in real-world settings, no study yet has systematically examined usage patterns of a large sample of mental health apps relying on independently collected data.
objectiveOur aim is to present real-world objective data on user engagement with popular mental health apps.
methodsA systematic engine search was conducted using Google Play to identify Android apps with 10,000 installs or more targeting anxiety, depression, or emotional well-being. Coding of apps included primary incorporated techniques and mental health focus. Behavioral data on real-world usage were obtained from a panel that provides aggregated nonpersonal information on user engagement with mobile apps.
resultsIn total, 93 apps met the inclusion criteria (installs: median 100,000, IQR 90,000). The median percentage of daily active users (open rate) was 4.0% (IQR 4.7%) with a difference between trackers (median 6.3%, IQR 10.2%) and peer-support apps (median 17.0%) versus breathing exercise apps (median 1.6%, IQR 1.6%; all z≥3.42, all P<.001). Among active users, daily minutes of use were significantly higher for mindfulness/meditation (median 21.47, IQR 15.00) and peer support (median 35.08, n=2) apps than for apps incorporating other techniques (tracker, breathing exercise, psychoeducation: medians range 3.53-8.32; all z≥2.11, all P<.05). The medians of app 15-day and 30-day retention rates were 3.9% (IQR 10.3%) and 3.3% (IQR 6.2%), respectively. On day 30, peer support (median 8.9%, n=2), mindfulness/meditation (median 4.7%, IQR 6.2%), and tracker apps (median 6.1%, IQR 20.4%) had significantly higher retention rates than breathing exercise apps (median 0.0%, IQR 0.0%; all z≥2.18, all P≤.04). The pattern of daily use presented a descriptive peak toward the evening for apps incorporating most techniques (tracker, psychoeducation, and peer support) except mindfulness/meditation, which exhibited two peaks (morning and night).
conclusionsAlthough the number of app installs and daily active minutes of use may seem high, only a small portion of users actually used the apps for a long period of time. More studies using different datasets are needed to understand this phenomenon and the ways in which users self-manage their condition in real-world settings.
Indexed as
Identifiers
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.