Evidence map›Paper›PMID 36013444›Full record

ArticleLife (Basel, Switzerland)2022

Did Usage of Mental Health Apps Change during COVID-19? A Comparative Study Based on an Objective Recording of Usage Data and Demographics.

Maryam Aziz, Aiman Erbad, Mohamed Basel Almourad, Majid Altuwairiqi, John McAlaney, Raian Ali

Open access · goldAbstract read
In one paragraph

Article in Life (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
3.2field-weighted citation impact, top 8% 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed, 23 citations in OpenAlex.

  1. A descriptive analysis of multi-jurisdictional enteric illness messaging web analytics data, 2020-2022.Canada communicable disease report = Releve des maladies transmissibles au Canada · 2026
    Article
  2. Frontiers in psychology · 2025
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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

6 authors at 4 institutions in 4 countries.

Maryam AzizCollege of Science and Engineering, Hamad Bin Khalifa University, Doha P.O. Box 5825, Qatar.
Aiman ErbadCollege of Science and Engineering, Hamad Bin Khalifa University, Doha P.O. Box 5825, Qatar.ORCID 0000-0001-7565-5253
Mohamed Basel AlmouradCollege of Technological Innovation, Zayed University, Dubai P.O. Box 144534, United Arab Emirates.
Majid AltuwairiqiCollege of Computer and Information Technology, University of Taif, Taif 21974, Saudi Arabia.
John McAlaneyFaculty of Science and Technology, Bournemouth University, Bournemouth BH12 5BB, UK.ORCID 0000-0003-4062-6131
Raian AliCollege of Science and Engineering, Hamad Bin Khalifa University, Doha P.O. Box 5825, Qatar.ORCID 0000-0002-5285-7829
Hamad bin Khalifa University · QABournemouth University · GBTaif University · SAZayed University · AE

Funding

Qatar National Library Open Access FundTaif University Scientific Research Department 1-441-79Zayed University R18053
6 · The paper itself

Abstract

This paper aims to objectively compare the use of mental health apps between the pre-COVID-19 and during COVID-19 periods and to study differences amongst the users of these apps based on age and gender. The study utilizes a dataset collected through a smartphone app that objectively records the users' sessions. The dataset was analyzed to identify users of mental health apps (38 users of mental health apps pre-COVID-19 and 81 users during COVID-19) and to calculate the following usage metrics; the daily average use time, the average session time, the average number of launches, and the number of usage days. The mental health apps were classified into two categories: guidance-based and tracking-based apps. The results include the increased number of users of mental health apps during the COVID-19 period as compared to pre-COVID-19. Adults (aged 24 and above), compared to emerging adults (aged 15-24 years), were found to have a higher usage of overall mental health apps and guidance-based mental health apps. Furthermore, during the COVID-19 pandemic, males were found to be more likely to launch overall mental health apps and guidance-based mental health apps compared to females. The findings from this paper suggest that despite the increased usage of mental health apps amongst males and adults, user engagement with mental health apps remained minimal. This suggests the need for these apps to work towards improved user engagement and retention.

Indexed as

COVID-19digital healthmental healthmindfulnessmobile healthsocial isolation

Identifiers

PMID36013444
PMCPMC9409797
OpenAlexW4292566884

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.