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Mobile mental health apps are flooding the
marketplace:
Who is using them and to what effect?
Diego Castaneda DrPH MPH (UCSF)
Joaquin Anguera PhD (UCSF)
Patricia Arean PhD (UW)
diego.castaneda@ucsf.edu/
@drMhlth
Disclosures
•  Research funded in part by NIH T32 mechanism
•  No financial disclosures
diego.castaneda@ucsf.edu/
@drMhlth
Today
•  Research Context
•  (Research Questions)
•  Methods
•  Findings
•  Summary
•  Implications
diego.castaneda@ucsf.edu/
@drMhlth
What was the number of mobile
mental health apps on the market in
2014?
A. 5,000-10,000
B. 20,000-30,000
C. 30,000-40,000
D. What’s a mobile mental health app?
diego.castaneda@ucsf.edu/
@drMhlth
ANSWER
A. 5,000-10,000
D. What’s a mobile mental health app?
Patient Adoption of mHealth, Institute for Health Informatics, 2015
diego.castaneda@ucsf.edu/
@drMhlth
Research Context
Smith, Aaron, “US Smartphone Use in 2015”, Pew Internet Research
diego.castaneda@ucsf.edu/
@drMhlth
Research Context
•  Last Year
•  100% Increase Health Apps
•  ~165,000 Health Apps
•  ~5,000 Mental Health Apps
•  1054 depression specific apps (Shen, 2015)
diego.castaneda@ucsf.edu/
@drMhlth
diego.castaneda@ucsf.edu/
@drMhlth
Research Questions
•  What is a mental health app (real world def)?
•  What mental health apps are actually being used?
•  Who is using them?
•  Are they engaged/satisfied with the app ?
•  How long are the apps being used for (Longevity)?
•  Usability
diego.castaneda@ucsf.edu/
@drMhlth
Methods
•  Cross sectional
•  75 item online survey (5-10 min) (REDCAP)
•  Social Networks, Craigslist, Flyers
•  Lottery incentive ($10 Gift Card)
diego.castaneda@ucsf.edu/
@drMhlth
Methods
•  Cross sectional
•  75 item online survey (5-10 min) (REDCAP)
•  Social Networks, Craigslist, Flyers
•  Lottery incentive ($10 Gift Card)
diego.castaneda@ucsf.edu/
@drMhlth
Methods
diego.castaneda@ucsf.edu/
@drMhlth
Total&#&of&Survey&
Respondents&as&of&
02/01/15&
&&&
N=2019
Data&Cleaning&(Eliminating*Duplicates,*Non4Completers)&
Total&Sample&&
N=&1404
Answered&“Yes,*I*have*a*
Health*App*Downloaded*
On*My*Device”!
N=1863
Recruitment&via&online&
and&traditional&methods&
begins&&
3/4/14
Findings-Demographics
N=1404
•  Age M=35.2 (S.D. 11.7; Range 18-78)
diego.castaneda@ucsf.edu/
@drMhlth
Characteristic % of Sample
Female 70%
iPhone Device 50%
At least 4 years of college 49%
Download Apps (1 per day) 39%
51%
19%
17%
7%
5%
1%
HAPPI Study( N=1404)
Non-Hispanic White
African-American/Black*
Hispanic/Latino
Asian
Mixed
Native American/Alaska/
Pacific Islander
diego.castaneda@ucsf.edu/
@drMhlth
Ethnic/Race Representation
56%
12%
16%
5%
10%
1%
US Census 2013
Non-Hispanic White
African-American/Black*
Hispanic/Latino
Asian
Mixed
Native American/Alaska/
Pacific Islander
diego.castaneda@ucsf.edu/
@drMhlth
Ethnic/Race Representation
Income Representation
diego.castaneda@ucsf.edu/
@drMhlth
61%16%
23%
What is your yearly household income level?
HAPPI Study (N=1404)
<$55,000
$55,000-75,000
>$75,000
Domestic Representation
diego.castaneda@ucsf.edu/
@drMhlth
What kind of health apps do
you have on your device?
diego.castaneda@ucsf.edu/
@drMhlth
Health App Category! % of Sample on Device!
Physical Health! 76%!
Diet Management!
!
61%!
Thinking/Cognitive Skills!
!
58%!
Mental Health! 34%!
!
Medication Adherence! 24%!
!
Chronic Disease! 18%!
!
What kind of health apps do
you have on your device?
diego.castaneda@ucsf.edu/
@drMhlth
Health App Category! % of Sample on Device!
Mental Health! 34% (483)!
!
Who is using mental health
apps (significantly)?
diego.castaneda@ucsf.edu/
@drMhlth
Characteristic! % of Sample! Mental Health App
on Device!
African-American*! 12%! 24%!
At least one Chronic Illness
(12 conditions)**!
48%! 60%!
Currently receiving mental
health care**!
24%! 34%!
App Downloader (At least
once per day)**!
39%! 44%!
Chi-Square test of Significance *p<.05, **p<.001
Top Ten Mental Health Apps!
1. WebMD!
2. Head Space!
3. Period Tracker!
4. Self-Anxiety Meditation !
5. T2MoodTracker!
6. Lumosity!
7. Stress Check!
8. MyFitness Pal!
9. Binaural Beats!
10. Relax Lite!
diego.castaneda@ucsf.edu/
@drMhlth
Top Ten Mental Health Apps!
1. WebMD!
2. Head Space!
3. Period Tracker!
4. Self-Anxiety Meditation !
5. T2MoodTracker!
6. Lumosity!
7. Stress Check!
8. MyFitness Pal!
9. Binaural Beats!
10. Relax Lite!
diego.castaneda@ucsf.edu/
@drMhlth
16.1%
27.3%
56.6%
0
10
20
30
40
50
60
less than two weeks 2-4 weeks Over 4 weeks
For how long did you use the mental health app you said
you used? (% of mental health app users)
N=483
diego.castaneda@ucsf.edu/
@drMhlth
Usability Index
•  5 statements asking about overall usability of app
•  Likert Scale- Strongly Disagree-Strongly Agree (0-10)
diego.castaneda@ucsf.edu/
@drMhlth
Statement! Score (SD)!
Easy to Learn to Use! 7.65 (2.6)!
Enter in Data Easily! 7.43 (2.6)!
Trusted App Confidentiality! 7.16 (2.7)!
Did What it was Supposed ! 7.39 (2.4)!
Functional on Phone! 7.40 (2.4)!
Open Ended Comments
What they Liked! What they Would Change !
Ease of use!
Tracking (Track) Data!
Access to Data!
Daily Tracking!
!
!
Nothing!!
Integrated with phone!
Costs (too expensive)!
Reminders!
!
!
diego.castaneda@ucsf.edu/
@drMhlth
Chronic Illness!
Under Care of Mental
Health Professional!
1. WebMD! WebMD!
2. Head Space! Self-Anxiety Meditation !
3. Self-Anxiety Meditation ! Head Space!
4. S-Health! T2 Mood Tracker!
5. GoogleFit! Binaural Beats!
6. MyFitness Pal! Calm!
7. Period Tracker! Depression!
8. Relax Lite ! Lumosity!
9. T2 Mood Tracker! MoodScope!
10. Binaural Beats! Period Tracker!
diego.castaneda@ucsf.edu/
@drMhlth
Chronic Illness!
Under Care of Mental
Health Professional!
1. WebMD! WebMD!
2. Head Space! Self-Anxiety Meditation !
3. Self-Anxiety Meditation ! Head Space!
4. S-Health! T2 Mood Tracker!
5. GoogleFit! Binaural Beats!
6. MyFitness Pal! Calm!
7. Period Tracker! Depression!
8. Relax Lite ! Lumosity!
9. T2 Mood Tracker! MoodScope!
10. Binaural Beats! Period Tracker!
diego.castaneda@ucsf.edu/
@drMhlth
Summary
•  Representative Race/Income
•  Minority use similar
•  Unconventional Mental Health Definitions
•  Specific Populations
•  Engagement (Longevity) and User Satisfaction
diego.castaneda@ucsf.edu/
@drMhlth
Implications for Clinicians
•  Patient/client interest (augment treatments)?
•  Special population?
•  Chronic illness
•  Smartphone + data plan (tech-phillic)
•  Take time to identify several apps to recommend
•  Delegate an app search for 1-2 top apps
•  Users are looking for
•  Ease of Use
•  Integration
diego.castaneda@ucsf.edu/
@drMhlth
Implications Greater Context
•  Precision Medicine Initiative
•  Active Partners
diego.castaneda@ucsf.edu/
@drMhlth
PMI Working Group, 9/17/2015
http://www.nih.gov/precisionmedicine/09172015-pmi-working-group-report.pdf
“The Future is Already Here..It’s just not very well
distributed.”
-William Gibson
diego.castaneda@ucsf.edu/
@drMhlth
Acknowledgements
•  Grace Niu PhD
•  Rebecca Willemse BS
•  Katrina Roundfield PhD
•  Pat Arean PhD
•  Joaquin Anguera PhD
•  Amy Byers PhD
•  Adrian Aguilera PhD
•  Cami Rolle BS
•  Josh Jordan MS
•  Claudine Catledge MS
•  Rachel Lewin RN
diego.castaneda@ucsf.edu/
@drMhlth

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Mobile Mental Health Apps are Flooding the Marketplace: Who is using them and to what effect?

  • 1. Mobile mental health apps are flooding the marketplace: Who is using them and to what effect? Diego Castaneda DrPH MPH (UCSF) Joaquin Anguera PhD (UCSF) Patricia Arean PhD (UW) diego.castaneda@ucsf.edu/ @drMhlth
  • 2. Disclosures •  Research funded in part by NIH T32 mechanism •  No financial disclosures diego.castaneda@ucsf.edu/ @drMhlth
  • 3. Today •  Research Context •  (Research Questions) •  Methods •  Findings •  Summary •  Implications diego.castaneda@ucsf.edu/ @drMhlth
  • 4. What was the number of mobile mental health apps on the market in 2014? A. 5,000-10,000 B. 20,000-30,000 C. 30,000-40,000 D. What’s a mobile mental health app? diego.castaneda@ucsf.edu/ @drMhlth
  • 5. ANSWER A. 5,000-10,000 D. What’s a mobile mental health app? Patient Adoption of mHealth, Institute for Health Informatics, 2015 diego.castaneda@ucsf.edu/ @drMhlth
  • 6. Research Context Smith, Aaron, “US Smartphone Use in 2015”, Pew Internet Research diego.castaneda@ucsf.edu/ @drMhlth
  • 7. Research Context •  Last Year •  100% Increase Health Apps •  ~165,000 Health Apps •  ~5,000 Mental Health Apps •  1054 depression specific apps (Shen, 2015) diego.castaneda@ucsf.edu/ @drMhlth
  • 9. Research Questions •  What is a mental health app (real world def)? •  What mental health apps are actually being used? •  Who is using them? •  Are they engaged/satisfied with the app ? •  How long are the apps being used for (Longevity)? •  Usability diego.castaneda@ucsf.edu/ @drMhlth
  • 10. Methods •  Cross sectional •  75 item online survey (5-10 min) (REDCAP) •  Social Networks, Craigslist, Flyers •  Lottery incentive ($10 Gift Card) diego.castaneda@ucsf.edu/ @drMhlth
  • 11. Methods •  Cross sectional •  75 item online survey (5-10 min) (REDCAP) •  Social Networks, Craigslist, Flyers •  Lottery incentive ($10 Gift Card) diego.castaneda@ucsf.edu/ @drMhlth
  • 13. Findings-Demographics N=1404 •  Age M=35.2 (S.D. 11.7; Range 18-78) diego.castaneda@ucsf.edu/ @drMhlth Characteristic % of Sample Female 70% iPhone Device 50% At least 4 years of college 49% Download Apps (1 per day) 39%
  • 14. 51% 19% 17% 7% 5% 1% HAPPI Study( N=1404) Non-Hispanic White African-American/Black* Hispanic/Latino Asian Mixed Native American/Alaska/ Pacific Islander diego.castaneda@ucsf.edu/ @drMhlth Ethnic/Race Representation
  • 15. 56% 12% 16% 5% 10% 1% US Census 2013 Non-Hispanic White African-American/Black* Hispanic/Latino Asian Mixed Native American/Alaska/ Pacific Islander diego.castaneda@ucsf.edu/ @drMhlth Ethnic/Race Representation
  • 16. Income Representation diego.castaneda@ucsf.edu/ @drMhlth 61%16% 23% What is your yearly household income level? HAPPI Study (N=1404) <$55,000 $55,000-75,000 >$75,000
  • 18. What kind of health apps do you have on your device? diego.castaneda@ucsf.edu/ @drMhlth Health App Category! % of Sample on Device! Physical Health! 76%! Diet Management! ! 61%! Thinking/Cognitive Skills! ! 58%! Mental Health! 34%! ! Medication Adherence! 24%! ! Chronic Disease! 18%! !
  • 19. What kind of health apps do you have on your device? diego.castaneda@ucsf.edu/ @drMhlth Health App Category! % of Sample on Device! Mental Health! 34% (483)! !
  • 20. Who is using mental health apps (significantly)? diego.castaneda@ucsf.edu/ @drMhlth Characteristic! % of Sample! Mental Health App on Device! African-American*! 12%! 24%! At least one Chronic Illness (12 conditions)**! 48%! 60%! Currently receiving mental health care**! 24%! 34%! App Downloader (At least once per day)**! 39%! 44%! Chi-Square test of Significance *p<.05, **p<.001
  • 21. Top Ten Mental Health Apps! 1. WebMD! 2. Head Space! 3. Period Tracker! 4. Self-Anxiety Meditation ! 5. T2MoodTracker! 6. Lumosity! 7. Stress Check! 8. MyFitness Pal! 9. Binaural Beats! 10. Relax Lite! diego.castaneda@ucsf.edu/ @drMhlth
  • 22. Top Ten Mental Health Apps! 1. WebMD! 2. Head Space! 3. Period Tracker! 4. Self-Anxiety Meditation ! 5. T2MoodTracker! 6. Lumosity! 7. Stress Check! 8. MyFitness Pal! 9. Binaural Beats! 10. Relax Lite! diego.castaneda@ucsf.edu/ @drMhlth
  • 23. 16.1% 27.3% 56.6% 0 10 20 30 40 50 60 less than two weeks 2-4 weeks Over 4 weeks For how long did you use the mental health app you said you used? (% of mental health app users) N=483 diego.castaneda@ucsf.edu/ @drMhlth
  • 24. Usability Index •  5 statements asking about overall usability of app •  Likert Scale- Strongly Disagree-Strongly Agree (0-10) diego.castaneda@ucsf.edu/ @drMhlth Statement! Score (SD)! Easy to Learn to Use! 7.65 (2.6)! Enter in Data Easily! 7.43 (2.6)! Trusted App Confidentiality! 7.16 (2.7)! Did What it was Supposed ! 7.39 (2.4)! Functional on Phone! 7.40 (2.4)!
  • 25. Open Ended Comments What they Liked! What they Would Change ! Ease of use! Tracking (Track) Data! Access to Data! Daily Tracking! ! ! Nothing!! Integrated with phone! Costs (too expensive)! Reminders! ! ! diego.castaneda@ucsf.edu/ @drMhlth
  • 26. Chronic Illness! Under Care of Mental Health Professional! 1. WebMD! WebMD! 2. Head Space! Self-Anxiety Meditation ! 3. Self-Anxiety Meditation ! Head Space! 4. S-Health! T2 Mood Tracker! 5. GoogleFit! Binaural Beats! 6. MyFitness Pal! Calm! 7. Period Tracker! Depression! 8. Relax Lite ! Lumosity! 9. T2 Mood Tracker! MoodScope! 10. Binaural Beats! Period Tracker! diego.castaneda@ucsf.edu/ @drMhlth
  • 27. Chronic Illness! Under Care of Mental Health Professional! 1. WebMD! WebMD! 2. Head Space! Self-Anxiety Meditation ! 3. Self-Anxiety Meditation ! Head Space! 4. S-Health! T2 Mood Tracker! 5. GoogleFit! Binaural Beats! 6. MyFitness Pal! Calm! 7. Period Tracker! Depression! 8. Relax Lite ! Lumosity! 9. T2 Mood Tracker! MoodScope! 10. Binaural Beats! Period Tracker! diego.castaneda@ucsf.edu/ @drMhlth
  • 28. Summary •  Representative Race/Income •  Minority use similar •  Unconventional Mental Health Definitions •  Specific Populations •  Engagement (Longevity) and User Satisfaction diego.castaneda@ucsf.edu/ @drMhlth
  • 29. Implications for Clinicians •  Patient/client interest (augment treatments)? •  Special population? •  Chronic illness •  Smartphone + data plan (tech-phillic) •  Take time to identify several apps to recommend •  Delegate an app search for 1-2 top apps •  Users are looking for •  Ease of Use •  Integration diego.castaneda@ucsf.edu/ @drMhlth
  • 30. Implications Greater Context •  Precision Medicine Initiative •  Active Partners diego.castaneda@ucsf.edu/ @drMhlth PMI Working Group, 9/17/2015 http://www.nih.gov/precisionmedicine/09172015-pmi-working-group-report.pdf
  • 31. “The Future is Already Here..It’s just not very well distributed.” -William Gibson diego.castaneda@ucsf.edu/ @drMhlth
  • 32. Acknowledgements •  Grace Niu PhD •  Rebecca Willemse BS •  Katrina Roundfield PhD •  Pat Arean PhD •  Joaquin Anguera PhD •  Amy Byers PhD •  Adrian Aguilera PhD •  Cami Rolle BS •  Josh Jordan MS •  Claudine Catledge MS •  Rachel Lewin RN diego.castaneda@ucsf.edu/ @drMhlth