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@StevenChanMD @UCDavisHealth #DigitalMentalHealth#DigitalMentalHealth
#DIGITALMENTALHEALTH
@StevenChanMD • @UCDavisHealth
THANKS TO JOHN TOROUS, DON HILTY, PETER YELLOWLEES, ARSHYA VAHABZADEH, SHIH-
YEE MARIE TAN, APA/SAMHSA MINORITY FELLOWSHIP PROGRAM, UC DAVIS PSYCHIATRY
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
SLIDES
OnTwitter, where available.
DISCLOSURES
None.
#DigitalMentalHealth
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Patient
Provider / Doctor / Nurse
Live interpreter
Collateral
Caregivers
Family
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
IMAGE: : http://www.dentaleconomics.com/content/dam/diq/online-articles/2014/06/vitalsigns.jpg
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
time
happy
neutral
sad
Feeling down
No pleasure
Suicidal plans & intent
unipolar depression
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
happy
neutral
sad
time
bipolar hypomania
bipolar mania
overexcitement
euphoria
delusions
overactivity
bipolar depression
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
time
medicines
talk therapy
calm
environment
case
management &
support
happy
neutral
sad
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
1 IN 5
U.S. adults suffer from a
mental health condition in
a given year.
https://www.nami.org/Learn-More/Mental-Health-By-the-
Numbers
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
OBJECTIVES
1 APPS YOU CAN USE
2 EVALUATING TECHNOLOGY
3 BIG PICTURE TRENDS
4 HOW MIGHT WE
@StevenChanMD @UCDavisHealth #DigitalMentalHealth@StevenChanMD
CURRENT USES
As a communications medium.
As an extension of face-to-face clinic.
As intervention + new monitoring techniques.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CURRENT USES:
AS A COMMUNICATIONS MEDIUM
https://play.google.com/store/apps/details?id=com.doctorondemand.android.patient&hl=en
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CURRENT USES:
AS A COMMUNICATIONS MEDIUM
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CURRENT USES:
AS A COMMUNICATIONS MEDIUM
•  Doctors on Demand
•  HealthLinkNow
•  American Well
•  1docway
•  Talkspace
•  MDLive Breakthrough
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CURRENT USES:
AS A THERAPY AND INTERVENTION
•  Self-monitoring activities & moods
•  Encouraging therapy homework
•  Case management for relapse
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
T2 APPS (NATIONAL CENTER FOR TELEHEALTH &
TECHNOLOGY) ON GOOGLE PLAY
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
VA APP STORE — MOBILEHEALTH.VA.GOV
11 total mental health apps
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
VA — PTSD COACH
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
VA — MINDFULNESS COACH
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HEADSPACE MEDITATION
https://itunes.apple.com/us/app/headspace.com-meditation-mindfulness/id493145008?mt=8
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
MY3
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
SAM
http://www.imedicalapps.com/2015/07/anxiety-app-review/
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
INTELLICARE
https://intellicare.cbits.northwestern.edu—http://clinicaltrials.gov/show/NCT02176226
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
INTELLICARE
https://intellicare.cbits.northwestern.edu—http://clinicaltrials.gov/show/NCT02176226
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
INTELLICARE
https://intellicare.cbits.northwestern.edu—http://clinicaltrials.gov/show/NCT02176226
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
MOODTREK
http://mood-trek.com/moodtrek-for-consumers/
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
MOODTOOLS
http://www.imedicalapps.com/2015/08/moodtools-no-frills-comprehensive-psychoeducation-psychotherapy-depression-app/
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CURRENT USES:
INTERVENTION + MONITORING TECHNIQUES
•  Self-monitoring activities & moods
•  Encouraging therapy homework
•  Case management for relapse
•  Immediate intervention at relapse
•  Intelligent assessments
•  Passive monitoring
•  Make it more fun & engaging
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CURRENT USES:
INTERVENTION + MONITORING TECHNIQUES
PatrickL.DulinPhD,VivianM.GonzalezPhD&KendraCampbellPhD(2014)ResultsofaPilotTestofaSelf-AdministeredSmartphone-Based
TreatmentSystemforAlcoholUseDisorders:UsabilityandEarlyOutcomes,SubstanceAbuse,35:2,168-175,DOI:10.1080/08897077.2013.821437
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
MEDISAFE
http://mood-trek.com/moodtrek-for-consumers/
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
GOOGLE SEARCH
GoogleSearchapp
@StevenChanMD @UCDavisHealth #DigitalMentalHealth@StevenChanMD
CURRENT USES
As a communications medium.
As an extension of face-to-face clinic.
As intervention + new monitoring techniques.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
OBJECTIVES
1 APPS YOU CAN USE
2 EVALUATING TECHNOLOGY
3 BIG PICTURE TRENDS
4 HOW MIGHT WE
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CHALLENGES OF MOBILE HEALTH:
RESEARCH METHODOLOGIES ARE OUTDATED
•  Way too many apps, pilots
•  Lack of standardization
•  Lack of sound methodology
•  Lack of data interoperability & systems
integration
Tomlinsonetal.,2013
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CHALLENGES OF MOBILE HEALTH:
RESEARCH METHODOLOGIES ARE OUTDATED
“Theemergingfieldofmobilehealth“.StevenR.Steinhubl,*EvanD.Muse,EricJ.Topol. ScienceTranslationalMedicine.15April2015
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CHALLENGES OF MOBILE HEALTH:
RESEARCH USES OLDER TECHNOLOGIES
3-6 y 6-7 y ½-2y
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CHALLENGES OF MOBILE HEALTH:
RESEARCH USES OLDER TECHNOLOGIES
up to 15 years
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CHALLENGES OF MOBILE HEALTH:
RESEARCH USES OLDER TECHNOLOGIES
15 years ago
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CHALLENGES OF MOBILE HEALTH:
NIH MHEALTH TRAINING INSTITUTE
NIHmHealthTrainingInstitute.Seeobssr.od.nih.gov
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
MHIMSS EVALUATION METHODS
http://www.mhimss.org/sites/default/files/resource-media/pdf/HIMSSguidetoappusabilityv1mHIMSS.pdf
Selecting a Mobile App: Evaluating the Usability of
Medical Applications
mHIMSS App Usability Work Group
July 2012
Table 2 – Usability Principle Attribute ChecklistUsability
Principle
Mobile Design
Tenet
Example attributes of a “usable” app
Let data scream Only information, visual elements and functionalitynecessary to core tasks and decisions are included.Important information stands out, and function options
are easy to understand. The focus is the data.The app has a clear, clean, uncluttered screen design.Speak my sign
What interface?
Screen metaphors are familiar to everyday life, orcommonly expected computer experiences for theclinician.
Workflows match the clinical practice needs.The app is intuitive and easy to learn; minimal, if any,
training is required.
Iconography and symbols speak “naturally.”
Grid it
Graphic design and layout have the same look and feel,
consistent placement of screen elements (e.g., gutters,
columns, margins and captions).Terminology and data entry fields are used consistently.
Understanding how one screen works helps youunderstand how other screens work
Date your users
Simplicity
Naturalness
Consistency
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CHALLENGES OF MOBILE HEALTH:
EVALUATING APPS
http://www.wellocracy.com—PartnersHealthcare
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
CHALLENGES OF MOBILE HEALTH:
EVALUATING APPS
http://www.adaa.org/finding-help/mobile-apps
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
PresentedatAmericanPsychiatricAssociationAnnualMeeting2015
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
DATA & PRIVACY OVERVIEW BY GLENN ET AL.
“Predictive modeling, referred to
by the advertising community as
behavioral targeting, is used to
bring specific advertisements to
online users based on their
perceived interests… Target
predicted that a customer was
pregnant due to purchasing
patterns…”
CurrPsychiatryRep(2014)16:494DOI10.1007/s11920-014-0494-4
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
DATA & PRIVACY OVERVIEW BY GLENN ET AL.
“This incident also highlighted
that personal health
information can be created by
combining seemingly
innocuous data, and that a
predictive model outside of
HIPAA protection can cause
harm whether or not it is
accurate.”
— Tasha Glenn, Scott Monteith
CurrPsychiatryRep(2014)16:494DOI10.1007/s11920-014-0494-4
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
NATIONAL HEALTH SERVICE — APP STORE RISKS
Huckvaleetal.BMCMedicine(2015)13:214DOI10.1186/s12916-015-0444-y
x79
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
NATIONAL HEALTH SERVICE — APP STORE RISKS
Of 27 apps [using online API’s], 16 (59 %, n =
16/27) allowed unencrypted access. Two apps
had critical vulnerabilities which permitted
access to user information, including
information belonging to other users, without
authorization.
Huckvaleetal.BMCMedicine(2015)13:214DOI10.1186/s12916-015-0444-y
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
NATIONAL HEALTH SERVICE — APP STORE RISKS
Half of apps (50 %, n = 35/70) included strong
identifiers in transmitted information. Two-
thirds of these (66 %, n = 23/35, 29 % of all
apps) sent identifying information without
encryption, including email addresses (n = 5),
account login details (n = 5), full name (n=2) or
date of birth (n=2).
Huckvaleetal.BMCMedicine(2015)13:214DOI10.1186/s12916-015-0444-y
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
NATIONAL HEALTH SERVICE — APP STORE RISKS
[Of the apps with privacy policies,] for a small
number (4 %, n = 2/49) information handling was
completely consistent with commitments made by
the policy. However, while no apps transmitted
information where a specific commitment had
been made not to, four-fifths either collected (82
%, n = 42/49) or transmitted (78 %, n = 38/49) one
or more data items not addressed by a policy.
Huckvaleetal.BMCMedicine(2015)13:214DOI10.1186/s12916-015-0444-y
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
THREE KEYS TO INCORPORATING APPS
1  Use reputable institutions & verified
developers.
2  Try an app yourself first. If an average
person can use it — prescribe it.
3  Informed consent on security, privacy,
and lack of testing is key.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
OBJECTIVES
1 APPS YOU CAN USE
2 EVALUATING TECHNOLOGY
3 BIG PICTURE TRENDS
4 HOW MIGHT WE
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE: INPATIENT OUTPATIENT HOME
http://www.tedeytan.com/wp-content/uploads/2011/06/Kaiser-Permanente-Innovation-Journey-11.jpg
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
WHY SHOULD WE CARE?
PATIENTS WILL MANAGE THEIR OWN HEALTH.
“People with psychotic
disorders were able and
willing to use e–mental
health services. Results
suggest that e–mental
health services are at least
as effective as usual care or
nontechnological
approaches.”
LianvanderKrieke,M.Sc.,M.A.LexWunderink,M.D.,Ph.D.AndoC.
Emerencia,M.Sc.PeterdeJonge,Ph.D.SjoerdSytema,Ph.D.E–
MentalHealthSelf-ManagementforPsychoticDisorders:Stateofthe
ArtandFuturePerspectives.”PsychiatricServices65:33–49,2014;
doi:10.1176/appi.ps.201300050
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
PEOPLE CAN’T AFFORD MENTAL HEALTH
“According to SAMHSA’s 2014
National Survey on Drug Use
and Health (NSDUH), 43.6
million people had a mental
illness in the past year. But
fewer than half received
treatment. That’s one in five
Americans over the age of 18.”
— Paolo del Vecchio, M.S.W.,
Director, Center for Mental
Health Services, Substance
Abuse and Mental Health
Services Administration
http://blog.samhsa.gov/2015/10/05/accelerating-access-to-mental-health-treatment/
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
WHY SHOULD WE CARE?
PATIENTS WILL MANAGE THEIR OWN HEALTH.
ArtbyReginaHolliday,StanfordMedicineX2014
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
WHY SHOULD WE CARE?
PATIENTS WILL MANAGE THEIR OWN HEALTH.
http://participatorymedicine.org
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
WHY SHOULD WE CARE?
PATIENTS WILL MANAGE THEIR OWN HEALTH.
JeanaHFrost,PhD; MichaelPMassagli,PhD.”SocialUsesofPersonalHealthInformationWithinPatientsLikeMe,anOnlinePatient
Community:WhatCanHappenWhenPatientsHaveAccesstoOneAnother’sData”http://www.jmir.org/2008/3/e15/.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
WHY SHOULD WE CARE?
OUTPATIENT SURVEY
Harvard
LSU
New Orleans
UC Davis
Sacramento Cty
U Wisconsin,
Madison
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
WHY SHOULD WE CARE?
OUTPATIENT SURVEY
Harvard
LSU
New Orleans
UC Davis
Sacramento Cty
U Wisconsin,
Madison
State n=106
Private n=108
County n=56
County n=50
36.2 y
39.6 y
44.7 y
43.9 y
MEAN AGE
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
WHY SHOULD WE CARE?
OUTPATIENT SURVEY
Pendingpublication.JohnTorous,MD;StevenChan,MDMBA;MarieTan,MD;JakeBehrens,MD;IanMathew,BS;LadsonHinton,MD;Peter
Yellowlees,MDMBBS;MatcheriKeshavan,MD.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
OUTPATIENT SURVEY STATISTICS
Pendingpublication.JohnTorous,MD;StevenChan,MDMBA;MarieTan,MD;JakeBehrens,MD;IanMathew,BS;LadsonHinton,MD;Peter
Yellowlees,MDMBBS;MatcheriKeshavan,MD.
33
25
6
37
53
17
13
17
62
9
17
13
72
16
5
8
0
25
50
75
100
State
C
ounty
1
C
ounty
2
Private
ClinicType
Percentage
OwnershipandWillingness
HasSmartphoneandWil
NoSmartphonebutWillin
HasSmartphonebutUnw
NoSmartphoneandUnw
Has smartphone + Willing
No smartphone + Willing
Has smartphone + Unwilling
No smartphone + Unwilling
state
county 1
county 2
private
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
73
16
5
5
59
16
9
15
29
25
11
35
33
18
6
42
0
25
50
75
100
U
nder30
31
−
45
46
−
60
O
ver60
AgeGroups
Percentage
OwnershipandWillingness
HasSmartphoneandWi
NoSmartphonebutWillin
HasSmartphonebutUnw
NoSmartphoneandUnw
OUTPATIENT SURVEY STATISTICS
Pendingpublication.JohnTorous,MD;StevenChan,MDMBA;MarieTan,MD;JakeBehrens,MD;IanMathew,BS;LadsonHinton,MD;Peter
Yellowlees,MDMBBS;MatcheriKeshavan,MD.
Has smartphone + Willing
No smartphone + Willing
Has smartphone + Unwilling
No smartphone + Unwilling
<30 yo
31-45 yo
46-60 yo
>60 yo
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
OUTPATIENT SURVEY DISCUSSION
•  58% ownership of smartphones mirrors
national U.S. 58% ownership
•  71.4% psychiatric outpatients are favorable
to the idea of using smartphones for MH
•  Age matters: Younger use >> older
•  Socioeconomic status matters:
Private insurance >> public patients
Pendingpublication.JohnTorous,MD;StevenChan,MDMBA;MarieTan,MD;JakeBehrens,MD;IanMathew,BS;LadsonHinton,MD;Peter
Yellowlees,MDMBBS;MatcheriKeshavan,MD.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
OUTPATIENT SURVEY LIMITATIONS
•  Use of app hypothetical; not verified practice
•  Selection bias what about non-volunteers?
•  No individual diagnoses
•  No control for differences in smartphone
ownership rates in each community
Pendingpublication.JohnTorous,MD;StevenChan,MDMBA;MarieTan,MD;JakeBehrens,MD;IanMathew,BS;LadsonHinton,MD;Peter
Yellowlees,MDMBBS;MatcheriKeshavan,MD.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
DIGITAL HEALTH OVERVIEW
104 M in the U.S. own smartphones
Mobile healthcare & medical app downloads
reach 44 M in 2012, rising to 142 M in 2016
McKinsey projects opportunities in global
mHealth to be $60 B
19% of smartphone users have health apps
http://rockhealth.com/healthcare-and-digital-health-facts/
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
DIGITAL HEALTH FUNDING YEAR-TO-YEAR
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Technology will
change the way
we practice
mental health.
SPEECH ANALYSIS
EYE & FACE RECO
SMART CLOTHING
INGESTIBLES
Tasha Glenn, Scott Monteith.” New Measures of Mental
State and Behavior Based on Data Collected From
Sensors, Smartphones, and the Internet” Curr Psychiatry
Rep (2014) 16:523 DOI 10.1007/s11920-014-0523-3
WEARABLE DEVICES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ADVANTAGES OF MOBILE HEALTH:
MOBILE
•  Just-in-time context-aware interventions
•  Portable location-independence
•  Low-power low- to middle-income
countries with less-established infrastructure
•  Lower cost than traditional desktop
computers
Hiltyetal.2013,Harrisonetal.2011,Klasnja&Pratt,2012;WHOGlobalObservatoryforeHealthandWHO,2011
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ADVANTAGES OF MOBILE HEALTH:
OPPORTUNITIES FOR OBJECTIVE INFORMATION.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
OPPORTUNITIES FOR OBJECTIVE INFORMATION.
location
accelerometer
net usage
text analysis
voice pattern
light & imaging
mania
depression
anxiety
stress
suicidality
wandering
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
OPPORTUNITIES FOR OBJECTIVE INFORMATION.
TashaGlenn,ScottMonteith.”NewMeasuresofMentalStateandBehaviorBasedonDataCollectedFromSensors,Smartphones,andthe
Internet”CurrPsychiatryRep(2014)16:523DOI10.1007/s11920-014-0523-3
smartphones
eye trackers
smart clothing
ingestibles
wearables
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
OPPORTUNITIES FOR OBJECTIVE INFORMATION.
TashaGlenn,ScottMonteith.”NewMeasuresofMentalStateandBehaviorBasedonDataCollectedFromSensors,Smartphones,andthe
Internet”CurrPsychiatryRep(2014)16:523DOI10.1007/s11920-014-0523-3
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
INTERVENTION + MONITORING TECHNIQUES
AiCure.com-http://files.abstractsonline.com/CTRL/6d/a/1ab/bbf/190/4b6/1a2/5d9/579/e23/0d4/41/g632_4.jpg
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
INTERVENTION + MONITORING TECHNIQUES
Proteusbio-sensor—variantofimagefromhttp://www.turkiyegazetesi.com.tr/dunya/70817.aspx
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
INTERVENTION + MONITORING TECHNIQUES
TheColbertReport
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE: GERIJOY
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
GERIJOY
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
GEPPETTO AVATARS
http://www.xconomy.com/wisconsin/2014/05/15/geppetto-avatars-aims-to-read-your-emotions-keep-you-healthy/?single_page=true
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
SPECIFIC PHOBIAS
SOCIAL ANXIETY D/O
ALCOHOL USE D/O
PTSD
RELAXATION
Psious
Affordable virtual
reality can enhance
psychotherapy.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
VIRTUAL REALITY
$40-$350
per unit
OculusRift
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
VIRTUAL REALITY
$40-$350
per unit
OculusRift
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
VIRTUAL REALITY
Springer
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS: GEORGIA TECH — GOOGLE GLASS
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
GOOGLE GLASS
Sension.http://www.wired.com/2013/08/catalin-voss/,
http://www.medicaldaily.com/google-glass-vs-autism-how-face-tracking-and-emotion-response-are-putting-18-year-old-catalin-voss
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
GOOGLE GLASS + BRAIN POWER FOR AUTISM
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
GOOGLE GLASS + BRAIN POWER FOR AUTISM
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
https://developer.ibm.com/watson/blog/2015/03/23/ibm-watson-personality-insights-science-behind-service/
Machine
learning & big
data to drive
population
health and
individual
health.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
OPPORTUNITIES FOR OBJECTIVE INFORMATION.
DrorBen-Zeev,2013,atmHealthSummit,OxonHill,MD
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
OPPORTUNITIES FOR OBJECTIVE INFORMATION.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE: INSTAGRAM & SUICIDE
Presented3May2014atAmericanPsychiatricAssociation2014meeting
“Social media may be
a tool to identify
those at risk for
suicide and self-harm,
to improve mental
health stigma, and to
provide valuable
mental health
resources.”
– Arshya Vahabzadeh MD,
Holly Peek MD MPH
TEMPLATE
DESIGN
© 2008
www.PosterPr
esentat
ions.co
m
1
AIMS AND OBJECTIVES
METHODS
Quantitative and Qualitative Analysis
Discussion
A Content Analysis and Policy Discussion of Posts Tagged #Suicide on Instagram
Arshya Vahabzadeh M.D.1 Holly Peek M.D. MPH2
1Massachusetts General Hospital and Harvard Medical School, Boston, USA
2Tulane University School of Medicine, New Orleans, USA
INTRODUCTION
References
1. http://www.pewinternet.org/2012/07/11/teens-2012-truth-trends-and-myths-
about-teen-online-behavior/
2. http://www.cnet.com/news/why-teens-are-tiring-of-facebook/
3. Kross E, Verduyn P, Demiralp E, Park J, Lee DS, Lin N Shablack H, Jonides
J, Ybarra O. Facebook use predicts declines in subjective well being of young
adults. PLoS One. 2013 8(8):e69841.
4. Krasnova H, Wenninger H, WidjajaT, Buxmann P. Envy on Facebook: A
Hidden Threat to Users’ Life Satisfaction? 11th International Conference on
Wirtschaftsinformatik, Leipzig, Germany, Feb 27-March 1 2013.
5. Moreno MA, Christakis DA, Egan KG, Jelenchick LA, Cox E, Young
H, Villard H, Becker T. A pilot evaluation of associations between displayed
depression references on Facebook and self-reported depression using a
clinical scale. J Behav Health Serv Res Jul 2012; 39(3): 295-304.
6. Abrutyn S, Mueller AS. Are suicidal behaviors contagious in adolescence?
Using longitudinal data to examine suicide suggestion. American Sociological
Review, published online 14 February 2014.
7. Gould M, Jamieson P, Romer D. Media Contagion and Suicide Among the
Young. American Behavioral Scientist. May 2003; 46(9): 1269-1284.
8. Livingston JD, Cianfrone M, Korf-Uzan K, Coniglio C. Another time point, a
different story: one year effects of a social media intervention on the attitudes of
young people to mental health issues. Soc Psychiatry Psychiatr Epidemiol.
Published online January 9 2014.
Social media is popular among teens, with 80% of those aged
12-17 using social media (1). The posting of photos and videos is
one of the most frequent activities on social media in this age
group (1). Instagram, a picture-based social media platform with
over 100 millions users, is the top photo sharing outlet, with 1 in
10 teens visiting the site each month (2).
Despite its popularity, there is growing concern that some users
of social media experience negative mental health effects (3, 4).
Social media sites have also been shown to elicit high levels of
self-disclosure which include references to health risk behaviors
such as depressive symptoms or suicidality (5). Alarmingly,
media stories have highlighted instances where suicides were
referenced on social media sites before being carried out,
drawing attention to the urgent need to examine these
references.
The influence of suicidal content posted on social media is
concerning, particularly for adolescents as they frequently imitate
behaviors of their peers, a phenomenon known as “social
modeling.” Media research demonstrates that the young are
particularly vulnerable to portrayals of suicide in mass media
(6,7).
Because of the increased rates of self-disclosure, which include
serious imagery or allusions to depression and suicide, and the
vulnerability of adolescents to the suicidal content in the media,
Instagram states that it has a policy of removing content that
promotes suicidal or self-harming acts.
Given the concerns for suicide and self-harm risk for adolescent
users of social media, we performed an exploratory study that
analyzed if Instagram's policy is effective in removing suicidal or
self-harm content, and also to describe the content that is
labelled by users with the hashtag identifier “#suicide".
A search on Instagram was created using the search term
"#suicide" and a content analysis was performed on the first 60
resulting images. These images were quantitatively analyzed by
two reviewers. Content was categorized by the presence of
pictures or quotes and then further subcategorized.
Subcategories included content perceived by both reviewers as
being depressive, suicidal, self-injurious, eating disordered,
reflective, neutral, humorous, or positive. The categories were
not mutually exclusive. The images containing suicidal and self-
harm content were further analyzed for other qualitative themes.
Quantitative analysis revealed 42% of the images contained
pictures and 58% contained quotes. Distribution of the themes
were as follows: 50% depressive; 15% suicidal; 12% self-
injurious; 5% positive; 3% eating disordered; 16% neutral; 3%
humorous; 13% reflective.
Key Findings:
89% of suicidal themed images were either idolizing,
romanticizing, or promoting methodology or locations of
suicide according to the reviewer analysis - factors which
are linked to an increased risk of suicide.
Qualitative analysis for the suicidal theme revealed the
following:
• No images for suicide help resources
• All of those posting were female
• Four images visually demonstrated actual methods of suicide,
two with hanging and two with pill overdose
• Three images demonstrated text only, including a suicide note
and other expressions of a desire to die
• One image of a self-portrait with a suicidal caption
• One image with a humorous overtone
Qualitative analysis for the self-injurious theme revealed the
following:
• No images for self-injury help resources
• All of those posting were female
• All images depicted a variation on the theme of cutting
• Four images showed bleeding cuts, including active cutting
• One image was instructive on the method of cutting
• One image described the cuts as "beautiful“
• One image with an encouraging overtone of healing with self-
injury
Our findings show that Instagram’s policy of identifying “any
account found encouraging or urging users to embrace anorexia,
bulimia, or other eating disorders; or to cut, harm themselves, or
commit suicide” resulting in a “disabled account without warning”
as ineffective. Searching “#suicide” reveals a majority of images
that romanticize and idealize suicidal, self harm or depressive
themes including graphic images that are either instructional or
suicidal acts in progress. Alarmingly, only 5% of the images send
a positive message discouraging suicidal or self-harm behaviors.
Furthermore, absolutely no informational or crisis intervention
resources are provided within the content of the search.
When searching “#suicide” on Instagram, a disclaimer does
appear advising that the searched images may contain graphic
content and gives an option to “learn more” by redirecting to an
outside website for suicide prevention or to alternatively “show
posts.” The option to be redirected to a website is a nominal
effort in promoting suicide prevention in that suicide prevention
information can be easily bypassed by viewing the graphic posts
where no suicide prevention resources are available.
We suggest the addition of suicide prevention information and
resources within the search content rather than an optional
redirection to an outside website. Evidence has shown that youth
are increasingly seeking health information online and through
social media. Social media campaigns can potentially be a
successful tool in learning about mental health symptoms,
reducing stigma and increasing awareness of mental health
services (8).
Given the growing popularity of social media among youth, we
must engage with social media networks and the wider public to
ensure that these issues do not go unnoticed and attempts are
made to remedy them.
0
10
20
30
40
50
Depressive
Suicidal
Self Injurious
Eating Disorder
Substance Use
Neutral
Reflective
Humor
Content of #Suicide in % of tagged Instagram
Images (n=60)
0
1
2
3
4
5
6
7
8
9
Poster was
female
A method of
suicide
Text based
suicidal idea
Photo based
suicidal idea
Humorous
overtone
Content of Suicidal Themed Images (n=9)
0
1
2
3
4
5
6
7
8
Poster was
female
Injury by
cutting
Bleeding
cuts/Active
cutting
Advice for
cutting
Labelling
cutting as
beautiful
Cutting as
healing
Content of Self-Injury Themed Images (n=7)
-Recognize social media is popular among adolescents and is a
vehicle many use for self-disclosure, including references to
suicide and self-harm.
-Recognize the lack of enforcement of the policies aimed at
preventing graphic suicidal and self-harm imagery on social
media sites, such as Instagram.
-Recognize that the exposure to idolized and romanticized
imagery of suicide, it’s methodology, and potential locations are
linked to suicide attempts.
-Recognize that social media may be a tool to identify those at
risk for suicide and self-harm, to improve mental health stigma,
and to provide valuable mental health resources.
Results
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE IS NOW: FACEBOOK BUILT-IN SUICIDE FLAGS
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
SPARX CBT GAME
MerryS,StasiakKetal.TheeffectivenessofSPARX,acomputerisedselfhelpinterventionforadolescentsseekinghelpfordepression:
randomisedcontrollednon-inferioritytrial.BMJ2012;344doi:http://dx.doi.org/10.1136/bmj.e2598(Published19April2012)http://
www.bmj.com/content/344/bmj.e2598.Alsocoveredathttp://www.imedicalapps.com/2014/01/video-game-depression-anxiety-kids-
diabetes-asthma-linkedwellness/
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ADVANTAGES OF MOBILE HEALTH:
CAN BE MORE ENGAGING.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ADVANTAGES OF MOBILE HEALTH:
CAN BE MORE ENGAGING.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ADVANTAGES OF MOBILE HEALTH:
CAN BE MORE ENGAGING.
CurrPsychiatryRep.2014Dec;16(12):520.doi:
10.1007/s11920-014-0520-6.
Theuseofelectronicgamesintherapy:areview
withclinicalimplications.Horne-MoyerHL1,
MoyerBH,MesserDC,MesserES.
“The use of
electronic games
in therapy: a
review with clinical
implications”
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Mental health
is the new
frontier for
digital health.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
http://www.technologyreview.com/news/541446/why-americas-top-mental-health-researcher-joined-alphabet/
“Technology can cover
much of the diagnostic
process ... Also, a lot of the
treatments for mental health
are psychosocial
interventions, and those
can be done through a
smartphone.”
— Thomas Insel, M.D., Sept 21, 2015
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Fragmented systems
create opportunity for
new mental health
platforms.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HYPE CYCLE
Source:Gartner:July2014.Hat-tipto KathrynHautanen,MS,SM,MBA,KaiserPermanente.
expectations
time
Innovation triggers
Peak of inflated
expectations
Trough of
disillusionment
Plateau of
productivity
@StevenChanMD @UCDavisHealth #DigitalMentalHealth#DigitalMentalHealth
THANK YOUSteven Chan MD MBA • UC Davis Psychiatry
THANKS TO JOHN TOROUS, DON HILTY, PETER YELLOWLEES, LADSON HINTON, JAKE BEHRENS,
SHIH-YEE MARIE TAN, APA/SAMHSA MINORITY FELLOWSHIP PROGRAM.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
OBJECTIVES
1 APPS YOU CAN USE
2 EVALUATING TECHNOLOGY
3 BIG PICTURE TRENDS
4 HOW MIGHT WE
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
h/tNickDawson
“We can’t…”
“How might we…”
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
KAISER PERMANENTE INNOVATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
KAISER PERMANENTE INNOVATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
KAISER PERMANENTE INNOVATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
KAISER PERMANENTE INNOVATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
KAISER PERMANENTE INNOVATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
KAISER PERMANENTE INNOVATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
KAISER PERMANENTE INNOVATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
KAISER PERMANENTE INNOVATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
HACKATHONS & CHALLENGES
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
INTRODUCING
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
INSTANTANEOUS INTERPRETATION — ANY TIME,
ANYWHERE
I’m feeling depressed today.!
Me siente depremido hoy.!
Telepsychiatry
Synchronous &
asynchronous
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
INSTANTANEOUS INTERPRETATION — ANY TIME,
ANYWHERE
Telepsychiatry
Synchronous &
asynchronous
In person
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
REAL-TIME LANGUAGE INTERPRETATION
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
UC DAVIS
TRANSLATION APP
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
GOOGLE TRANSLATE
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS:
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
FUTURE TRENDS: SKYPE & CLOSED CAPTIONS
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
2010 U.S. CENSUS
4.7%of the population
(over 5 years of age)
had limited English-
speaking abilities.
This is nearly the size of
Illinois.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
REAL-TIME LANGUAGE INTERPRETATION:
WHY IS LANGUAGE IMPORTANT?
•  In 2002, approx. 6 million immigrant adults aged
18-64 did not speak English well. More than 2.5
million did not speak English at all.
•  Professionally-trained interpreters are often not
available in community-based practices.
•  Failure to use interpreters
–  hospital admission rates
–  use of testing
–  poorer patient comprehension
–  misdiagnosis and improper treatment
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
SACRAMENTO COUNTY
LANGUAGES
90+non-English languages, like
Spanish
Miao
Chinese
Vietnamese
Tagalog
Russian
Ukranian
Hindi
German
Hmong
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Patient
Provider
Live interpreter
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Patient
Provider
Live interpreter
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Patient
Provider
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Patient
Provider
Ad hoc
• untrained staff
• family
• children
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Patient
Provider
CAPTIONS
SPEECH
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ULTIMATE GOAL
•  Analyze language as data.
•  Create new clinical processes for in-
person care and telemedicine.
•  Create a better standard of care with
improved interpreting, more
efficiently, and less expensively.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
PRELIMINARY TRANSLATION TESTS
English
Tell me about your girlfriends.
They were animals.
Pick one, and tell me about her.
I met a woman last year; she was a stray cat.
Why do you say she was a stray cat?
She had no connections.
What was it that you were attracted to?
Her body.
Okay. What kicked in about her personality later?
What do you mean?
If I met her, what would I notice about her?
It's tough to answer. Her attitude.
How was that?
It was good.
What do you think you'll be doing in five years,
and what would you like to be doing?
I'll probably be dead. I'd like to be a physician.
From Daniel J Carlat’s The Psychiatric Interview
2nd Edition.“Obtaining the Social and
Developmental History." pp.104-105
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
PRELIMINARY TRANSLATION TESTS
English
Tell me about your girlfriends.
They were animals.
Pick one, and tell me about her.
I met a woman last year; she was a stray cat.
Why do you say she was a stray cat?
She had no connections.
What was it that you were attracted to?
Her body.
Okay. What kicked in about her personality later?
What do you mean?
If I met her, what would I notice about her?
It's tough to answer. Her attitude.
How was that?
It was good.
What do you think you'll be doing in five years,
and what would you like to be doing?
I'll probably be dead. I'd like to be a physician.
Bing Translator EN ES EN
Tell me about your friends. C
They were animals.
Choose one and tell me about it. P
I met a woman last year; It was a stray cat. P
Why you say that it was a stray cat? P
It had no connection. P
What was it that attracted you?
Your body. P, C
It is ok. He kicked him later about his personality? N, P
What do you mean?
If I knew her, would count on it it? N, P
It is difficult to answer. His attitude. P
How was that?
It was good.
What do you think to be doing in five years, and what
would you like to do?
I will probably be dead. I'd like to be a doctor.
Odd pronouns
Non-sensical
Critical error
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
PRELIMINARY TRANSLATION TESTS
English
Do you have any thoughts about what
might have prompted your wife to call
the ambulance?
It sounds like you’ve been very sad
since your mother’s death, and that
her death after so many years of
suffering has also felt like a relief.
You look very sad.
I know you have much to tell me, but I
need to shift to getting some basic
information.
I see you’ve thought a lot about the
previous treatment team, but could
you tell me when you had that last
hospitalization?
From John Barnhill’s “Chapter 1. The Psychiatric Interview
and Mental Status Examination”. The American Psychiatric
Publishing Textbook of Psychiatry . 6th Edition.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
PRELIMINARY TRANSLATION TESTS
English
Do you have any thoughts about what
might have prompted your wife to call
the ambulance?
It sounds like you’ve been very sad
since your mother’s death, and that
her death after so many years of
suffering has also felt like a relief.
You look very sad.
I know you have much to tell me, but I
need to shift to getting some basic
information.
I see you’ve thought a lot about the
previous treatment team, but could
you tell me when you had that last
hospitalization?
You have any idea about what could
be done for his wife to call the
ambulance? C
It seems that you've been very sad
since the death of his mother, and that
he also felt his death after so many
years of suffering as a relief. C
You feel very sad.
I know that you have much to say, but
I need to change to get some basic
information.
I see that you thought much about
pretreatment equipment, but could
you tell me when was that last
hospitalization? N
Bing Translator EN ES EN
Non-sensical
Critical error
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
INTRODUCING
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
Telemedicine 1999
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
SPECIALTY CARE VIDEO CONFERENCING
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ASYNCHRONOUS TELEPSYCHIATRY
Clinician
Nurse, Counselor, Therapist, or Resident
Patient
Video is routed to
psychiatrist.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
EQUIPMENT IS MOBILE
Cameras
Videoconferencing
software
Dedicated
speakerphone
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ASYNCHRONOUS TELEPSYCHIATRY WORKFLOW
PRIMARY CARE
PROVIDER
PATIENT-CLINICIAN
“VIRTUAL VISIT”
PSYCHIATRIST
VIDEO
CONSULT
NOTE
STORE ON
VIDEO FILES
STEP 1:
Provider refers patient
to telepsychiatry.
STEP 5:
We measure satisfaction,
symptoms & outcomes
every 6 months.
STEP 2:
A video of the patient
interview is recorded
STEP 3:
Video & history sent securely
to consulting psychiatrist.
STEP 4:
The specialist’s consult &
recommendations are sent
to primary care provider.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
ATP SUMMARY OF FINDINGS
Diagnostically reliable across
differing language groups
with translation
Not suggested for therapy
Can be used for monitoring
treatment progress
Easier management/admin/
scheduling
Improved communication
between patient and
reporting provider
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
THE VCC TEAM
•  Peter Yellowlees MD
•  Alberto Odor MD
•  Lorin Scher MD
•  Michelle Parish MA
•  Steven Chan MD
•  Breanne Harris BA
•  Glen Xiong MD
•  Robert McCarron MD
•  Andres Sciolla MD
•  Anna-Maria Iosif PhD
•  Paul Leigh PhD
•  Bill Brady MD and Auburn
Clinic staff – UCD PCN
•  Scott MacDonald MD and J St
Clinic staff – UCD
•  Communicare FQHC staff
•  CHT technical team – George
Wu, Kalim Simon
•  EMR Epic team – Mike Minear
and Hien Nguyen MD
•  Psychiatry Outpatient Clinic –
Becky Mackey
•  Don Hilty MD USC
•  Jay Shore MD U Colorado
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
h/tNickDawson
“We can’t…”
“How might we…”
@StevenChanMD @UCDavisHealth #DigitalMentalHealth
OBJECTIVES
1 APPS YOU CAN USE
2 EVALUATING TECHNOLOGY
3 BIG PICTURE TRENDS
4 HOW MIGHT WE
@StevenChanMD @UCDavisHealth #DigitalMentalHealth#DigitalMentalHealth
THANK YOUSteven Chan MD MBA • UC Davis Psychiatry
THANKS TO JOHN TOROUS, DON HILTY, PETER YELLOWLEES, LADSON HINTON, JAKE BEHRENS,
SHIH-YEE MARIE TAN, APA/SAMHSA MINORITY FELLOWSHIP PROGRAM.
@StevenChanMD @UCDavisHealth #DigitalMentalHealth#DigitalMentalHealth
#DIGITALMENTALHEALTH
@StevenChanMD • @UCDavisHealth
THANKS TO JOHN TOROUS, DON HILTY, PETER YELLOWLEES, LADSON HINTON, JAKE BEHRENS, SHIH-YEE
MARIE TAN, APA/SAMHSA MINORITY FELLOWSHIP PROGRAM, UC DAVIS PSYCHIATRY & BEHAVIORAL
HEALTH CENTER OF EXCELLENCE.

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