Current Opinion in Pediatrics,
Journal Year:
2020,
Volume and Issue:
32(4), P. 595 - 600
Published: July 2, 2020
Suicide
is
a
major
public
health
concern
and
the
second
leading
cause
of
death
for
adolescents.
Faced
with
an
already-high
prevalence
increasing
rates
over
past
decade,
pediatricians
feel
inadequately
prepared
to
manage
suicidal
patient.
This
article
will
review
changing
suicide,
discuss
recent
literature
on
risk
factors,
identify
methods
screen
thoughts
suggest
approach
counseling
Finally,
there
be
brief
discussion
safety
planning
measures
help
reduce
suicide
rates.Rates
attempted
by
have
been
more
than
decade.
Risk
assessment
potential
suicidality
remains
very
challenging,
as
factors
are
multifactorial.
However,
some
common
persist
including
sexual
minority
identification
family
or
personal
history
mental
issues.
Although
keeping
these
other
in
mind,
regular
screening
adolescents
depression
self-harm
important.
best
plans
treatment
appear
team-based.It
responsibility
stay
aware
regularly
prioritize
collaborative
patients.
American Journal of Psychiatry,
Journal Year:
2021,
Volume and Issue:
178(7), P. 611 - 624
Published: Feb. 18, 2021
Objective:
The
authors
sought
to
identify
scalable
evidence-based
suicide
prevention
strategies.
Methods:
A
search
of
PubMed
and
Google
Scholar
identified
20,234
articles
published
between
September
2005
December
2019,
which
97
were
randomized
controlled
trials
with
suicidal
behavior
or
ideation
as
primary
outcomes
epidemiological
studies
limiting
access
lethal
means,
using
educational
approaches,
the
impact
antidepressant
treatment.
Results:
Training
care
physicians
in
depression
recognition
treatment
prevents
suicide.
Educating
youths
on
behavior,
well
active
outreach
psychiatric
patients
after
discharge
a
crisis,
behavior.
Meta-analyses
find
that
antidepressants
prevent
attempts,
but
individual
appear
be
underpowered.
Ketamine
reduces
hours
is
untested
for
prevention.
Cognitive-behavioral
therapy
dialectical
Active
screening
not
proven
better
than
just
depression.
Education
gatekeepers
about
youth
lacks
effectiveness.
No
have
been
reported
gatekeeper
training
adult
Algorithm-driven
electronic
health
record
screening,
Internet-based
smartphone
passive
monitoring
high-risk
are
understudied.
Means
restriction,
including
firearms,
sporadically
employed
United
States,
even
though
firearms
used
half
all
U.S.
suicides.
Conclusions:
general
practitioners
warrants
wider
implementation
testing
other
nonpsychiatrist
physician
settings.
follow-up
suicide-related
crisis
should
routine,
restricting
firearm
by
at-risk
individuals
use.
Combination
approaches
systems
show
promise
reducing
several
countries,
evaluating
benefit
attributable
each
component
essential.
Further
rate
reduction
requires
newer
such
record–derived
algorithms,
methods,
ketamine’s
potential
preventing
acute
risk
change.
Psychological Inquiry,
Journal Year:
2020,
Volume and Issue:
31(3), P. 195 - 223
Published: July 2, 2020
We
are
in
the
midst
of
a
global
transition
which
digital
“screens”
no
longer
simply
entertainment
devices
and
distractions;
rather,
adolescents
currently
living
hybrid
reality
that
links
spaces
to
offline
contexts.
Yet,
psychological
scientists
studying
mental
health
impact
experiences
largely
focus
on
correlations
with
“screen
time,”
leading
oversimplified
atheoretical
conclusions.
propose
an
alternative,
functional
approach
adolescent
age,
one
examines
why
how
media
affect
development.
Specifically,
we
suggest
understanding
identity
development—the
core
developmental
task
adolescence—can
help
pinpoint
contribute
healthy
versus
problematic
outcomes.
have
four
objectives:
(1)
integrate
principles
from
clinical
personality
psychology
theory
present
theoretical
framework
for
investigating
narrative
identity;
(2)
show
this
provides
useful
lens
evaluating
adolescents;
(3)
set
novel
hypotheses
specify
what
kinds
contexts
lead
outcomes;
(4)
detailed
research
agenda
tests
these
hypotheses.
Frontiers in Digital Health,
Journal Year:
2021,
Volume and Issue:
3
Published: Sept. 6, 2021
Mental
health
disorders
are
complex
of
the
nervous
system
characterized
by
a
behavioral
or
mental
pattern
that
causes
significant
distress
impairment
personal
functioning.
illness
is
particular
concern
for
younger
people.
The
WHO
estimates
around
20%
world's
children
and
adolescents
have
condition,
rate
almost
double
compared
to
general
population.
One
approach
toward
mitigating
medical
socio-economic
effects
leveraging
power
digital
technology
deploy
assistive,
preventative,
therapeutic
solutions
people
in
need.
We
define
"digital
health"
as
any
application
assessment,
support,
prevention,
treatment.
However,
there
only
limited
evidence
tools
can
be
successfully
implemented
clinical
settings.
Authors
pointed
lack
technical
standards
apps,
personalized
neurotechnology,
assistive
cognitive
possible
cause
suboptimal
adoption
implementation
setting.
Further,
ethical
concerns
been
raised
related
insufficient
effectiveness,
adequate
validation,
user-centered
design
well
data
privacy
vulnerabilities
current
products.
aim
this
paper
report
on
scoping
review
we
conducted
capture
synthesize
growing
literature
promises
challenges
young
aged
0-25.
This
seeks
survey
scope
focus
relevant
literature,
identify
major
benefits
opportunities
significance
(e.g.,
reducing
suffering
improving
well-being),
provide
comprehensive
mapping
emerging
challenges.
Our
findings
synthesis
offer
detailed
informative
basis
stakeholder
involved
development,
deployment,
management
ethically-aligned
Frontiers in Digital Health,
Journal Year:
2022,
Volume and Issue:
4
Published: May 6, 2022
Suicide
and
suicide-related
behaviors
are
prevalent
yet
notoriously
difficult
to
predict.
Specifically,
short-term
predictors
correlates
of
suicide
risk
remain
largely
unknown.
Ecological
momentary
assessment
(EMA)
may
be
used
assess
how
suicidal
thoughts
(STBs)
unfold
in
real-world
contexts.
We
conducted
a
systematic
literature
review
EMA
studies
research
(1)
has
been
utilized
the
study
STBs
(i.e.,
methodology,
findings),
(2)
feasibility,
validity
safety
STBs.
identified
45
articles,
detailing
23
studies.
Studies
mainly
focused
on
examining
known
longitudinal
ideation
perform
within
shorter
(hourly,
daily)
time
frames.
Recent
have
explored
prospects
digital
phenotyping
individuals
with
ideation.
The
results
indicate
that
fluctuates
substantially
over
(hours,
days),
higher
mean
also
more
fluctuations.
Higher
instability
represent
phenotypic
indicator
for
increased
risk.
Few
succeeded
establishing
prospective
beyond
prior
itself.
Some
show
negative
affect,
hopelessness
burdensomeness
predict
within-day,
sleep
characteristics
impact
next-day
feasibility
is
encouraging:
agreement
participate
was
moderate
high
(median
=
77%),
compliance
rates
similar
those
other
clinical
samples
response
rate
70%).
More
reported
through
than
traditional
(retrospective)
self-report
measures.
Regarding
safety,
no
evidence
found
reactivity
mood
or
repeated
assessments
In
conclusion,
can
fluctuate
short
periods
time,
suitable
method
capturing
these
specific
subsequent
identified,
but
findings
warrant
further
replication.
While
do
not
appear
result
STBs,
participant
burden
remains
consideration
when
studying
high-risk
populations.
Considerations
designing
reporting
discussed.
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: Jan. 7, 2025
This
research
presents
a
novel
framework
for
distinguishing
between
actual
and
non-suicidal
ideation
in
social
media
interactions
using
an
ensemble
technique.
The
prompt
identification
of
sentiments
on
networking
platforms
is
crucial
timely
intervention
serving
as
key
tactic
suicide
prevention
efforts.
However,
conventional
AI
models
often
mask
their
decision-making
processes
primarily
designed
classification
purposes.
Our
methodology,
along
with
updated
method,
bridges
the
gap
Explainable
leverages
variety
machine
learning
algorithms
to
improve
predictive
accuracy.
By
leveraging
AI's
interpretability
analyze
features,
model
elucidates
reasoning
behind
its
classifications
leading
comprehension
hidden
patterns
associated
suicidal
ideations.
system
compared
cutting-edge
methods
several
datasets
experimental
evaluations,
demonstrating
that
it
superior,
since
detects
content
more
accurately
than
others.
Consequently,
this
study
reliable
interpretable
strategy
(F1-score
=
95.5%
Non-Suicidal
99%),
monitoring
intervening
suicide-related
online
discussions.
PEDIATRICS,
Journal Year:
2020,
Volume and Issue:
145(Supplement_2), P. S186 - S194
Published: May 1, 2020
As
avid
users
of
technology,
adolescents
are
a
key
demographic
to
engage
when
designing
and
developing
technology
applications
for
health.
There
multiple
opportunities
improving
adolescent
health,
from
promoting
preventive
behaviors
providing
guidance
with
chronic
illness
in
supporting
treatment
adherence
transition
adult
health
care
systems.
This
article
will
provide
brief
overview
current
technologies
then
highlight
new
being
used
specifically
such
as
artificial
intelligence,
virtual
augmented
reality,
machine
learning.
Because
there
is
paucity
evidence
this
field,
we
make
recommendations
future
research.