Evidence map›Paper›PMID 31573916›Full record

ArticleJournal of medical Internet research2019

Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis.

Amit Baumel, Frederick Muench, Stav Edan, John M Kane

3 registry-linked trialsOpen access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
515citing papers in PubMed, 10 pooled it
56.1field-weighted citation impact, top 1% of its field
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.

NCT05027113 nacompletednot on this mapstarted 2021, after this paper: background citation

App-Based Mindfulness Meditation for People of Color Who Experience Race-Related Stress: A Randomized Control Trial

TypeinterventionalSponsorUniversity of California, Los AngelesRan2021 to 2022Enrolled155ConditionsStress, Psychological, Anxiety, Depression, RuminationArmsMindfulness meditation
NCT05967247 nacompletednot on this mapstarted 2023, after this paper: background citation

The Effect of App-Based Mindfulness-Based Stress on Physiological and Psychological Factors in Patients With Heart Failure: A Randomized Controlled Trial

TypeinterventionalSponsorNational Taiwan University HospitalRan2023 to 2024Enrolled68ConditionsHeart FailureArmsThe experimental group used App for MBSR intervention, the "Heart Care Life" app, APP
NCT07720973 nacompletednot on this mapstarted 2025, after this paper: background citation

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

TypeinterventionalSponsorThe University of The West IndiesRan2025 to 2026Enrolled171ConditionsMental Health Wellness 1ArmsIntervention Group, Control group
3 · Its place in the literature

Who cites it

515 citing papers in PubMed, 10 syntheses or guidelines pooled it, 953 citations in OpenAlex.

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  12. 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 · 2026
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455 more citing papers are in PubMed but not listed here.

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

4 authors at 3 institutions in 2 countries.

Amit BaumelDepartment of Community Mental Health, University of Haifa, Haifa, Israel.ORCID 0000-0002-7043-8898
Frederick MuenchThe Partnership for Drug-Free Kids, New York, NY, United States.ORCID 0000-0002-2483-9594
Stav EdanDepartment of Community Mental Health, University of Haifa, Haifa, Israel.ORCID 0000-0002-7955-7527
John M KanePsychiatry Research, The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, United States.ORCID 0000-0002-2628-9442
University of Haifa · ILNorthwell Health · USPartnership for Drug-Free Kids · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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

Mental HealthSelf-ManagementAnxietyDepressionHumansMental DisordersMobile ApplicationsTelemedicineadherenceanxietydepressionmental healthmHealthretentionusageuser engagement

Identifiers

PMID31573916
PMCPMC6785720
OpenAlexW2963232155

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.