Frontiers in Psychology,
Journal Year:
2025,
Volume and Issue:
15
Published: Jan. 6, 2025
Digital
technologies,
including
smartphones,
hold
great
promise
for
expanding
mental
health
services
and
improving
access
to
care.
phenotyping,
which
involves
the
collection
of
behavioral
physiological
data
using
offers
a
novel
way
understand
monitor
health.
This
study
examines
feasibility
psychological
well-being
program
telegram-integrated
chatbot
digital
phenotyping.
A
one-month
randomized
non-clinical
trial
was
conducted
with
81
young
adults
aged
18-35
from
Italy
canton
Ticino,
region
in
southern
Switzerland.
Participants
were
an
experimental
group
that
interacted
chatbot,
or
control
received
general
information
on
well-being.
The
collected
real-time
participants'
such
as
user-chatbot
interactions,
responses
exercises,
emotional
metrics.
clustering
algorithm
created
user
profile
content
recommendation
system
provide
personalized
exercises
based
users'
responses.
Four
distinct
clusters
participants
emerged,
factors
online
alerts,
social
media
use,
insomnia,
attention
energy
levels.
reported
improvements
found
recommended
by
useful.
demonstrates
phenotyping-based
chatbot.
Despite
limitations
small
sample
size
short
duration,
findings
suggest
phenotyping
systems
could
improve
Future
research
should
include
larger
samples
longer
follow-up
periods
validate
these
explore
clinical
applications.
World Psychiatry,
Journal Year:
2021,
Volume and Issue:
20(3), P. 318 - 335
Published: Sept. 9, 2021
As
the
COVID‐19
pandemic
has
largely
increased
utilization
of
telehealth,
mobile
mental
health
technologies
–
such
as
smartphone
apps,
virtual
reality,
chatbots,
and
social
media
have
also
gained
attention.
These
digital
offer
potential
accessible
scalable
interventions
that
can
augment
traditional
care.
In
this
paper,
we
provide
a
comprehensive
update
on
overall
field
psychiatry,
covering
three
areas.
First,
outline
relevance
recent
technological
advances
to
research
care,
by
detailing
how
smartphones,
media,
artificial
intelligence
virtual
reality
present
new
opportunities
for
“digital
phenotyping”
remote
intervention.
Second,
review
current
evidence
use
these
approaches
across
different
contexts,
their
emerging
efficacy
in
self‐management
psychological
well‐being
early
intervention,
along
with
more
nascent
supporting
clinical
management
long‐term
psychiatric
conditions
including
major
depression;
anxiety,
bipolar
psychotic
disorders;
eating
substance
disorders
well
child
adolescent
Third,
discuss
most
pressing
challenges
towards
real‐world
implementation,
using
Integrated
Promoting
Action
Research
Implementation
Health
Services
(i‐PARIHS)
framework
explain
innovations
themselves,
recipients
innovations,
context
surrounding
all
must
be
considered
facilitate
adoption
care
systems.
We
conclude
capabilities
intelligence,
are
already
changing
unforeseen
exciting
ways,
each
accompanied
an
but
promising
base.
point
out
further
efforts
strengthening
implementation
needed,
detail
key
issues
at
patient,
provider
policy
levels
which
now
addressed
truly
improve
treatment
future.
American Psychologist,
Journal Year:
2022,
Volume and Issue:
77(7), P. 836 - 852
Published: March 17, 2022
The
notion
of
"engagement,"
which
plays
an
important
role
in
various
domains
psychology,
is
gaining
increased
currency
as
a
concept
that
critical
to
the
success
digital
interventions.
However,
engagement
remains
ill-defined
construct,
with
different
fields
generating
their
own
domain-specific
definitions.
Moreover,
given
interactions
real-world
settings
are
characterized
by
multiple
demands
and
choice
alternatives
competing
for
individual's
effort
attention,
they
involve
fast
often
impulsive
decision-making.
Prior
research
seeking
uncover
mechanisms
underlying
has
nonetheless
focused
mainly
on
psychological
factors
social
influences
neglected
account
neural
shape
individual
choices.
This
article
aims
integrate
theories
empirical
evidence
across
define
discuss
opportunities
challenges
promote
effective
We
also
propose
affect-integration-motivation
attention-context-translation
(AIM-ACT)
framework,
based
neurophysiological
engagement,
shed
new
light
how
in-the-moment
unfolds
response
stimulus.
Building
this
we
provide
recommendations
designing
strategies
interventions
highlight
directions
future
research.
(PsycInfo
Database
Record
(c)
2022
APA,
all
rights
reserved).
Journal of Medical Internet Research,
Journal Year:
2023,
Volume and Issue:
25, P. e42864 - e42864
Published: Jan. 11, 2023
Background
Digital
mental
health
interventions
(DMHIs)
have
been
increasingly
deployed
to
bridge
gaps
in
care,
particularly
given
their
promising
efficacy.
Nevertheless,
attrition
among
DMHI
users
remains
high.
In
response,
human
support
has
studied
as
a
means
of
improving
retention
and
outcomes
DMHIs.
Although
growing
number
studies
meta-analyses
investigated
the
effects
for
DMHIs
on
outcomes,
systematic
empirical
evidence
its
effectiveness
across
domains
scant.
Objective
We
aimed
summarize
results
versus
no
use
various
outcome
domains,
participant
samples,
providers.
Methods
conducted
meta-review
meta-analyses,
comparing
with
those
use,
goal
qualitatively
summarizing
data
used
MEDLINE,
PubMed,
PsycINFO
electronic
databases.
Articles
were
included
if
study
had
quantitative
meta-analysis
design;
intervention
targeted
symptoms
was
delivered
via
technology
platform
(excluding
person-delivered
mediated
through
telehealth,
text
messages,
or
social
media);
variables
such
anxiety,
depression,
stress,
posttraumatic
stress
disorder
symptoms,
these
together;
comparisons
which
when
minimal
provided.
Results
The
31
(505
unique
primary
studies)
analyzed.
reported
45
effect
sizes;
almost
half
(n=22,
48%)
them
showed
that
human-supported
significantly
more
effective
than
unsupported
A
total
9%
(4/45)
sizes
effective.
No
clear
patterns
emerged
regarding
efficacy
assessed
(including
disorder,
multiple
outcomes).
Human-supported
may
be
individuals
elevated
symptoms.
There
type
training
providing
support.
Conclusions
Our
findings
highlight
potential
Specifically,
stronger
greater
symptom
severity.
considerable
heterogeneity
level
detail
nature
interventions,
population
served,
delivered,
making
it
difficult
draw
strong
conclusions
circumstances
under
is
most
Future
research
should
emphasize
reporting
detailed
descriptions
sample
characteristics
describe
mechanism
they
believe
coach
will
useful
DMHI.
Behaviour Research and Therapy,
Journal Year:
2022,
Volume and Issue:
159, P. 104226 - 104226
Published: Nov. 11, 2022
Mitigating
the
COVID-19
related
disruptions
in
mental
health
care
services
is
crucial
a
time
of
increased
disorders.
Numerous
reviews
have
been
conducted
on
process
implementing
technology-based
during
pandemic.
The
research
question
this
umbrella
review
was
to
examine
what
impact
access
and
delivery
how
changed
A
systematic
search
for
meta-analyses
up
August
12,
2022,
38
were
identified.
Main
reduced
outpatient
admissions
earlier
discharge
from
inpatient
care.
In
response,
synchronous
telemental
tools
such
as
videoconferencing
used
provide
remote
similar
pre-COVID
care,
lesser
extent
asynchronous
virtual
apps.
Implementation
facilitated
by
time-efficiency
flexibility
pandemic
but
there
lack
accessibility
specific
vulnerable
populations.
barriers
among
practitioners
patients
use
digital
poor
technological
literacy,
particularly
when
preexisting
inequalities
existed,
beliefs
about
therapeutic
alliance
case
severe
Absence
organizational
support
implementation
interventions
due
inadequate
IT
infrastructure,
funding,
well
privacy
safety,
challenged
COVID-19.
Reviews
low
moderate
quality,
covered
heterogeneously
designed
primary
studies
lacked
findings
low-
middle-income
countries.
These
gaps
evidence
prevalent
early
This
shows
that
pandemic,
institutions
mainly
tools,
degree
enable
continued
patients.
these
identified,
call
further
improvements.
addition,
more
high
quality
into
comparative
effectiveness
working
mechanisms
may
improve
scalability
general
future
infectious
disease
outbreaks.
npj Mental Health Research,
Journal Year:
2024,
Volume and Issue:
3(1)
Published: Oct. 27, 2024
Abstract
The
global
mental
health
crisis
underscores
the
need
for
accessible,
effective
interventions.
Chatbots
based
on
generative
artificial
intelligence
(AI),
like
ChatGPT,
are
emerging
as
novel
solutions,
but
research
real-life
usage
is
limited.
We
interviewed
nineteen
individuals
about
their
experiences
using
AI
chatbots
health.
Participants
reported
high
engagement
and
positive
impacts,
including
better
relationships
healing
from
trauma
loss.
developed
four
themes:
(1)
a
sense
of
‘
emotional
sanctuary’
,
(2)
insightful
guidance’
particularly
relationships,
(3)
joy
connection
’,
(4)
comparisons
between
therapist
’
human
therapy.
Some
themes
echoed
prior
rule-based
chatbots,
while
others
seemed
to
AI.
emphasised
safety
guardrails,
human-like
memory
ability
lead
therapeutic
process.
Generative
may
offer
support
that
feels
meaningful
users,
further
needed
effectiveness.
American Psychologist,
Journal Year:
2020,
Volume and Issue:
75(8), P. 1033 - 1037
Published: Nov. 1, 2020
Implementation
science
is
the
study
of
methods
to
promote
systematic
uptake
effective
practices
into
routine
care
settings
with
broad
goal
ensuring
that
scientific
discoveries
realize
their
potential
and
improve
people's
lives.
As
a
field,
implementation
includes
three
primary
foci:
(a)
understanding
context
in
which
individuals
will
implement
have
strong,
established
evidence
base;
(b)
developing
approaches
target
factors
may
accelerate
or
hinder
implementation;
(c)
conducting
pragmatic
trials
test
these
approaches.
Psychological
has
contributed
substantially
knowledge
used
science.
In
medicine
public
health,
contributions
been
leveraged
facilitate
screening
prevention
programs,
hand
hygiene
reduce
infection
transmission,
many
medical
innovations.
behavioral
health
settings,
often
focused
on
specific
forms
psychotherapy,
emphasis
evidence-based
psychological
are
highlighted
treatment
guidelines.
This
article
provides
an
overview
bidirectional
relationship
between
science,
illustrated
through
articles
this
special
issue
American
Psychologist.
It
concludes
recommendations
for
future
research
at
intersection
(PsycInfo
Database
Record
2020
APA,
all
rights
reserved).
International Journal of Environmental Research and Public Health,
Journal Year:
2022,
Volume and Issue:
20(1), P. 362 - 362
Published: Dec. 26, 2022
The
increasing
use
of
digital
mental
health
(DMH)
platforms
and
interventions
(DMHIs)
is
hindered
by
uncertainty
over
effectiveness,
quality
usability.
There
a
need
to
identify
the
types
available
evidence
in
this
domain.
This
study
scoping
review
identifying
evaluation
(1)
DMH
platform/s
used;
(2)
DMHI/s
applied
on
platform/s.
Preferred
Reporting
Items
for
Systematic
Reviews
Meta-Analyses
extension
Scoping
(PRISMA-ScR)
guided
process.
Empirical
studies
that
focused
application
were
included
from
journal
articles
(published
2012-2022).
A
literature
search
was
conducted
using
four
electronic
databases
(Scopus,
ScienceDirect,
Sage
ACM
Digital
Library)
two
engines
(PubMed
Google
Scholar).
total
6874
nonduplicate
records
identified,
which
144
analyzed
22
met
inclusion
criteria.
general/unspecified
and/or
suicidality
indications
(n
=
9,
40.9%),
followed
depression
5,
22.7%),
psychosis
3,
13.6%),
anxiety
2,
9.1%),
as
well
anxiety,
1,
4.5%),
loneliness
addiction
4.5%).
11
qualitative
(50%),
8
quantitative
(36.4%),
3
mixed-methods
13.6%).
results
contained
evaluated
DMHI/s.
feasibility,
usability,
engagement,
acceptability
effectiveness.
small
amount
significant
(1
each
11),
notably
(cost-)effectiveness
DMHI
with
long-term
impact
adults.
empirical
research
demonstrates
feasibility
DMHIs.
To
date,
there
mostly
heterogeneous,
preliminary
their
However,
scalable
reported
effectiveness
treating
adults'
depression.
scope
may
be
widened
through
targeted
strategies,
example
engaging
independent
young
people.