Evidence map›Paper›PMID 31274112›Full record

SynthesisJMIR mHealth and uHealth2019

Using Health and Well-Being Apps for Behavior Change: A Systematic Search and Rating of Apps.

Fiona H McKay, Annemarie Wright, Jane Shill, Hugh Stephens, Mary Uccellini

Registry-linked trialOpen access · goldAbstract readSystematic Review
In one paragraph

Synthesis in JMIR mHealth and uHealth, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07461857 (Minority-focused Environmental Health Education and Tracking), which is not on this map. Cited by 90 papers, 7 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
90citing papers in PubMed, 7 pooled it
47.0field-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.

NCT07461857 nacompletednot on this mapstarted 2025, after this paper: background citation

Minority-focused Environmental Health Education and Tracking (MEET) Pilot Study

TypeinterventionalSponsorMillion Marker Wellness, Inc.Ran2025 to 2026Enrolled151ConditionsEnvironmental ExposureArmsEducation curriculum
3 · Its place in the literature

Who cites it

90 citing papers in PubMed, 7 syntheses or guidelines pooled it, 214 citations in OpenAlex.

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  8. Using photovoice to explore young women's experiences of behaviour change techniques in physical activity mobile apps.The international journal of behavioral nutrition and physical activity · 2023
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30 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

5 authors at 3 institutions in 1 country.

Fiona H McKayDeakin University, School of Health and Social Development, Burwood, Australia.ORCID 0000-0002-0498-3572
Annemarie WrightVictorian Health Promotion Foundation (VicHealth), Carlton, Australia.ORCID 0000-0003-3353-3658
Jane ShillVictorian Health Promotion Foundation (VicHealth), Carlton, Australia.ORCID 0000-0001-5964-4597
Hugh StephensDialogue Consulting, Melbourne, Australia.ORCID 0000-0002-3309-4838
Mary UccelliniDialogue Consulting, Melbourne, Australia.ORCID 0000-0002-3949-3098
Deakin University · AUThe University of Melbourne · AUVictorian Health Promotion Foundation · AU

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSmartphones have allowed for the development and use of apps. There is now a proliferation of mobile health interventions for physical activity, healthy eating, smoking and alcohol cessation or reduction, and improved mental well-being. However, the strength or potential of these apps to lead to behavior change remains uncertain.

objectiveThe aim of this study was to review a large sample of healthy lifestyle apps at a single point in time (June to July 2018) to determine their potential for promoting health-related behavior change with a view to sharing this information with the public. In addition, the study sought to test a wide range of apps using a new scale, the App Behavior Change Scale (ABACUS).

methodsApps focusing on 5 major modifiable lifestyle behaviors were identified using a priori key search terms across the Australian Apple iTunes and Google Play stores. Lifestyle behavior categories were selected for their impact on health and included smoking, alcohol use, physical activity, nutrition, and mental well-being. Apps were included if they had an average user rating between 3 and 5, if they were updated in the last 18 months, if the description of the app included 2 of 4 behavior change features, and if they were in English. The selected behavior change apps were rated in 2 ways using previously developed rating scales: the Mobile App Rating Scale (MARS) for functionality and the ABACUS for potential to encourage behavior change.

resultsThe initial search identified 212,352 apps. After applying the filtering criteria, 5018 apps remained. Of these, 344 were classified as behavior change apps and were reviewed and rated. Apps were given an average MARS score of 2.93 out of 5 (SD 0.58, range 1.42-4.16), indicating low-to-moderate functionality. Scores for the ABACUS ranged from 1 to 17, out of 21, with an average score of 7.8 (SD 2.8), indicating a low-to-moderate number of behavior change techniques included in apps. The ability of an app to encourage practice or rehearsal, in addition to daily activities, was the most commonly identified feature across all apps (310/344, 90.1%), whereas the second most common feature was the ability of the user to easily self-monitor behavior (289/344, 84.0%).

conclusionsThe wide variety of apps included in this 2018 study and the limited number of behavior change techniques found in many apps suggest an opportunity for improvement in app design that will promote sustained and significant lifestyle behavior change and, therefore, better health. The use of the 2 scales for the review and rating of the apps was successful and provided a method that could be replicated and tested in other behavior change areas.

Indexed as

AustraliaBehavior TherapyHumansMobile Applicationshealth behaviorhealth promotionmobile appsratingsmartphone

Identifiers

PMID31274112
PMCPMC6637726
OpenAlexW2953965928

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.