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. 2022 Mar 9;24(3):e28942. doi: 10.2196/28942

Table 4.

Android apps subgroup analysis according to number of downloads (N=29).

Feature >10,000 downloads
(n=14), n (%)
1000-10,000 downloads
(n=15), n (%)
P valuea
App store category .75

Education 1 (7) 3 (20)

Health and fitness 9 (64) 8 (53)

Lifestyle 0 (0) 1 (7)

Medical 4 (29) 3 (20)
App store rating (stars) .09

3.6 to 5 13 (93) 9 (60)

1 to 3.5 1 (7) 2 (13)

No ratings 0 (0) 4 (27)
App cost .06

Free 6 (43) 12 (80)

Free + in-app purchase 8 (57) 3 (20)

Paid 0 (0) 0 (0)
Type of app .07

Information and education 2 (14) 8 (53)

Disease management with education section 10 (71) 6 (40)

Education disease management section 1 (7) 0 (0)

Multimedia education 1 (7) 1 (7)
Number of education topics .66

<10 3 (21) 4 (27)

10-20 8 (57) 10 (67)

>20 3 (21) 1 (7)
Peer-support communities 2 (14) 0 (0) .22
Non–evidence-based information 3 (21) 7 (47) .25
Depression education

General information on depression


Personal narratives of depression 4 (29) 2 (13) .39


Depression is different from sadness 11 (79) 9 (60) .43


Demographic and epidemiological facts 9 (64) 6 (40) .35


Natural history of the disease 6 (43) 0 (0) .006


Lists symptoms of depression 14 (100) 12 (80) .22


Explains what recurrence and relapse are 4 (29) 5 (33) .99


Addresses stigma linked to depression 7 (50) 4 (27) .36


Mentions suicide risk linked to depression 12 (86) 11 (73) .65

Screening of depression


Describes diagnostic criteria of depression 4 (29) 3 (20) .69


Administers a screening questionnaire 7 (50) 4 (27) .36


Explains need for a confirmatory diagnosis after screening 4 (29) 3 (20) .68

Treatment of depression


Importance of seeking help 12 (86) 11 (73) .65


Advises to seek specialist treatment 9 (64) 13 (87) .21


Importance of involving support network 9 (64) 7 (47) .56


Importance of complying with treatment 4 (29) 4 (27) .99


Lists available treatments 11 (79) 12 (80) .99


Importance of lifestyle changes 10 (71) 8 (53) .53


Lists complementary medicine options 0 (0) 3 (20) .22


Offers emergency helpline phone numbers 10 (71) 6 (40) .18


Prognosis in patients receiving treatment 5 (36) 0 (0) .02


Addresses recovery and provides a hopeful outlook 2 (14) 2 (13) .99
App credibility

App content referenced or signed by author 12 (86) 5 (33) .012

Include disclaimer: information does not replace health care provider’s advice 7 (50) 4 (27) .36

App development team included the following .11


Government agency or academic institution or NGOb 2 (14) 2 (13)


Health care professional 8 (57) 3 (20)


Not declared 4 (29) 10 (67)
Data privacy

Authentication required to access app 9 (64) 4 (27) .10

App includes a privacy policy 12 (86) 11 (73) .65


Presented before account creation 9 (64) 5 (33) .20


Explains how data are collected 12 (86) 11 (73) .65


Shares information with third party providers 10 (71) 10 (67) .99


Contact details of data protection officer provided 4 (29) 0 (0) .04
In-app advertisements 2 (14) 6 (40) .21

aStatistically significant values in italics.

bNGO: nongovernmental organization.