Information,
Journal Year:
2023,
Volume and Issue:
14(8), P. 467 - 467
Published: Aug. 18, 2023
The
prevalence
of
cyberbullying
on
Social
Media
(SM)
platforms
has
become
a
significant
concern
for
individuals,
organizations,
and
society
as
whole.
early
detection
intervention
social
media
are
critical
to
mitigating
its
harmful
effects.
In
recent
years,
ensemble
learning
shown
promising
results
detecting
media.
This
paper
presents
an
stacking
approach
Twitter
using
combination
Deep
Neural
Network
methods
(DNNs).
It
also
introduces
BERT-M,
modified
BERT
model.
dataset
used
in
this
study
was
collected
from
preprocessed
remove
irrelevant
information.
feature
extraction
process
involved
utilizing
word2vec
with
Continuous
Bag
Words
(CBOW)
form
the
weights
embedding
layer.
These
features
were
then
fed
into
convolutional
pooling
mechanism,
effectively
reducing
their
dimensionality,
capturing
position-invariant
characteristics
offensive
words.
validation
proposed
stacked
model
BERT-M
performed
well-known
evaluation
measures.
achieved
F1-score
0.964,
precision
0.950,
recall
0.92
time
reported
3
min,
which
surpasses
previously
accuracy
speed
scores
all
known
NLP
detectors
cyberbullying,
including
standard
BERT-M.
experiment
showed
that
97.4%
90.97%
combined
Facebook
dataset.
demonstrate
effectiveness
SM
highlight
importance
combining
multiple
models
improved
performance.
Cureus,
Journal Year:
2023,
Volume and Issue:
unknown
Published: Aug. 5, 2023
Adolescents
increasingly
find
it
difficult
to
picture
their
lives
without
social
media.
Practitioners
need
be
able
assess
risk,
and
media
may
a
new
component
consider.
Although
there
is
limited
empirical
evidence
support
the
claim,
perception
of
link
between
mental
health
heavily
influenced
by
teenage
professional
perspectives.
Privacy
concerns,
cyberbullying,
bad
effects
on
schooling
are
all
risks
associated
with
this
population's
usage
However,
ethical
use
can
expand
opportunities
for
connection
conversation,
as
well
boost
self-esteem,
promote
health,
gain
access
critical
medical
information.
Despite
mounting
media's
negative
adolescent
still
scarcity
research
how
teens
comprehend
media,
particularly
body
wisdom,
or
they
might
employ
wider
modern
discourses
express
themselves.
Youth
cell
phones
other
forms
in
large
numbers,
resulting
chronic
sleep
loss,
which
has
influence
cognitive
ability,
school
performance,
socio-emotional
functioning.
According
data
from
several
cross-sectional,
longitudinal,
research,
smartphone
among
teenagers
relates
an
increase
distress,
self-harming
behaviors,
suicidality.
Clinicians
work
young
people
families
reduce
hazards
using
open,
nonjudgmental,
developmentally
appropriate
tactics,
including
education
practical
problem-solving.
Journal of Child Psychology and Psychiatry,
Journal Year:
2023,
Volume and Issue:
65(4), P. 384 - 407
Published: July 17, 2023
Internalizing
conditions
of
psychopathology
include
depressive
and
anxiety
disorders;
they
most
often
onset
in
adolescence,
are
relatively
common,
contribute
to
significant
population
morbidity
mortality.
In
this
research
review,
we
present
the
evidence
that
internalizing
conditions,
including
depression
anxiety,
as
well
psychological
distress,
suicidal
thoughts
self-harm,
fatal
suicide,
considerably
increasing
adolescent
populations
across
many
countries.
Evidence
indicates
increases
currently
greatest
female
adolescents.
We
an
epidemiological
framework
for
evaluating
causes
these
increases,
synthesize
on
whether
several
established
risk
factors
(e.g.,
age
pubertal
transition
stressful
life
events)
novel
digital
technology
social
media)
meet
necessary
be
plausible
conditions.
conclude
there
a
multitude
potential
outline
gaps
lack
nonbinary
gender
nonconforming
populations,
recommend
prevention
intervention
foci
from
clinical
public
health
perspective.
Cureus,
Journal Year:
2023,
Volume and Issue:
unknown
Published: May 16, 2023
Social
media,
leveraging
Web
2.0
technologies,
plays
a
vital
role
in
healthcare,
medical
education,
and
research
by
fostering
collaboration
enabling
dissemination.
Healthcare
professionals
use
these
platforms
to
improve
public
health
literacy,
but
concerns
about
misinformation
content
accuracy
persist.
In
2023,
like
Facebook
(Meta
Platforms,
Inc.,
Menlo
Park,
California,
United
States),
YouTube
(Google
LLC,
Mountain
View,
Instagram
Inc.),
TikTok
(ByteDance
Ltd,
Beijing,
China),
Twitter
(X
Corp.,
Carson
City,
Nevada,
States)
have
become
essential
offering
patient
communication,
professional
development,
knowledge-sharing
opportunities.
However,
challenges
such
as
breaches
of
confidentiality
unprofessional
conduct
remain.
media
has
transformed
providing
unique
networking
development
Further
studies
are
needed
determine
its
educational
value.
must
follow
ethical
guidelines,
particularly
regarding
privacy,
confidentiality,
disclosure
rules,
copyright
laws.
significantly
impacts
education
healthcare
research.
Platforms
WhatsApp
Inc.)
effectively
compliance
outcomes.
Yet,
the
rapid
dissemination
false
news
on
social
presents
risks.
Researchers
consider
potential
biases
quality
when
extracting
data.
Quality
control
regulation
crucial
addressing
dangers
healthcare.
Stricter
regulations
monitoring
due
cases
deaths
resulting
from
trends
spread.
Ethical
frameworks,
informed
consent
practices,
risk
assessments,
appropriate
data
management
strategies
for
responsible
using
technologies.
researchers
judiciously
considering
risks
maximize
benefits
mitigate
drawbacks.
By
striking
right
balance,
can
enhance
outcomes,
research,
overall
experience.
The Lancet Child & Adolescent Health,
Journal Year:
2023,
Volume and Issue:
7(8), P. 544 - 554
Published: June 20, 2023
Self-harm
and
eating
disorders
share
multiple
risk
factors,
with
onset
typically
during
adolescence
or
early
adulthood.
We
aimed
to
examine
the
incidence
rates
of
these
psychopathologies
among
young
people
in
UK
2
years
following
COVID-19
pandemic.We
conducted
a
population-based
study
using
primary
care
electronic
health
records
patients
aged
10-24
Clinical
Practice
Research
Datalink
(CPRD).
The
observation
period
was
from
Jan
1,
2010,
March
31,
2022.
calculated
monthly
self-harm
according
first
record
each
outcome.
On
basis
antecedent
trends
between
January,
February,
2020,
negative
binomial
regression
models
were
fitted
predict
after
pandemic
began
March,
2020.
Percentage
differences
observed
expected
indicate
changes
since
pandemic,
stratification
by
sex,
age,
deprivation
quintile.The
9
184
712
(4
836
226
[52·7%]
female
4
348
486
[47·3%]
male
patients;
n=1881
general
practices)
included
for
analysis.
girls
higher
than
42·4%
(95%
CI
25·7-61·3)
13-16
years,
32·0%
(13·3-53·8)
17-19
whereas
other
age
groups
showed
little
difference
incidence.
Similarly,
increase
driven
whom
38·4%
(20·7-58·5)
expected.
By
contrast,
boys
all
groups,
lower
than,
close
to,
rates.
Among
boys,
22·8%
(9·2-34·4)
expected,
11·5%
(3·6-18·7)
estimated
increases
disorder
largely
attributable
within
less
deprived
communities.Although
causes
are
uncertain,
increased
diagnoses
teenage
highlight
an
urgent
need
intervention.
Early
identification
mental
difficulties
clinicians
is
necessary.
Timely
access
treatments
sufficient
support
practitioners
services
needs
be
available
manage
presenting
problems
prevent
exacerbations
conditions.National
Institute
Health
Care
Research.
Jurnal Obsesi Jurnal Pendidikan Anak Usia Dini,
Journal Year:
2023,
Volume and Issue:
7(3), P. 2742 - 2758
Published: May 20, 2023
In
the
contemporary
technological
era,
significance
of
marketing
for
educational
institutions
has
experienced
a
significant
surge.
The
effective
execution
tactics
can
aid
in
recruitment
prospective
students
and
concurrently
elevate
standing
institution.
Marketing
initiatives
should
be
carried
out
prudently
accordance
with
progressions
that
occur.
objective
this
study
is
to
furnish
insights
early
childhood
education
formulating
efficacious
align
demands.
primary
emphasis
investigation
on
qualitative
analysis.
Methods
gathering
information
include
paying
close
attention
taking
detailed
notes,
subsequent
analysis
including
data
reduction,
visualisation,
conclusions.
results
show
develop
strategies
digital
schools
need
consider
factors
such
as
market
characteristics
needs,
use
social
media
online
platforms,
security,
quality
educators,
needs
students.
Therefore,
they
content
relevant
appealing
parents,
which
implies
by
optimising
technology
platforms
considering
market,
improve
reputation
offered
help
increase
parental
community
involvement
promoting
education.
Addictive Behaviors,
Journal Year:
2024,
Volume and Issue:
153, P. 107980 - 107980
Published: Feb. 8, 2024
At
the
time
of
writing,
about
4.59
billion
people
use
social
media
with
many
adolescents
using
their
accounts
across
a
myriad
applications
and
platforms.
According
to
recent
statistics,
in
2022
individuals
spent
an
average
151
minutes
on
each
day,
illustrating
global
relevance
(Dixon,
2022a,b).
One
pressing
questions,
internationally,
is
whether
harmful
and/or
addictive.
This
question
particular
importance
because
teenagers
-
younger
spend
considerable
these
platforms,
which
have
increasingly
become
integral
part
lives.
Moreover,
considering
lifespan
development,
may
be
particularly
vulnerable
specific
features
advertisements
shown
them
Growing
prevalence
poor
mental
health
young
has
led
recommendations
United
States
routinely
screen
for
anxiety
8-18
year
olds,
depression
suicide
risk
between
12-18
years
age
(US
Preventive
Services
Task
Force
et
al.,
a,b)
conditions
often
accompanying
problematic
use.
The
present
work
not
only
provides
insights
into
current
state
literature
but
also
recommendations.
Computers in Human Behavior Reports,
Journal Year:
2024,
Volume and Issue:
14, P. 100404 - 100404
Published: March 25, 2024
This
umbrella
review
analyses
the
risks
and
opportunities
for
adolescents'
mental
health
well-being
associated
with
Social
Media
Use
(SMU)
main
risk
mitigation
proposals
presented
in
systematic,
scoping
narrative
literature
reviews
meta-analyses.
Following
PRIOR
guidelines,
we
defined
inclusion
exclusion
criteria
Population
(10-19
years),
Exposure
(Social
Use)
Outcomes
(Well-being,
Ill-being,
Mental
health)
searched
articles
published
from
January
2015
to
April
2023
four
databases:
Scopus,
Web
of
Science,
PsychInfo,
Pubmed.
We
screened
titles
abstracts
1470
publications,
after
conducting
quality
assessment
based
on
AMSTAR
2
protocol,
selected
24
which
performed
a
thematic
analysis.
highlight
that
relationship
between
SMU
is
influenced
by
several
intervening
factors:
1)
individual
demographic
psycho-socio
characteristics,
2)
use
(SM),
3)
SM'
content
design.
Furthermore,
describe
emerge
reviewed
articles.
discuss
how
limitation
collecting
SM
data
hinders
research
impact
adoption
responsible
design
principles
platforms
would
contribute
introducing
societal
change
achieve
population-level
shift,
harder
attain
if
burden
only
attributed
individuals'
choices.
Finally,
brought
about
upcoming
regulatory
frameworks,
such
as
EU
Digital
Services
Act.
International Journal of Environmental Research and Public Health,
Journal Year:
2025,
Volume and Issue:
22(1), P. 57 - 57
Published: Jan. 2, 2025
Social
media
addiction
(SMA)
and
internet
(IA)
are
increasingly
prevalent,
impacting
mental
health
(MH)
globally.
This
study
investigates
the
mediating
roles
of
mindfulness
social
capital
(SC)
in
relationship
between
SMA,
IA,
MH
among
Ethiopian
high
school
university
students,
contributing
to
Sustainable
Development
Goal
(SDG)
3
good
well-being.
A
cross-sectional
was
conducted
with
1160
1473
students
Dessie,
Ethiopia.
Participants
completed
validated
questionnaires
assessing
mindfulness,
SC,
MH.
Structural
Equation
Modeling
(SEM)
a
multi-
mediation
Model
(SMM)
used
examine
hypothesized
relationships.
SEM
revealed
that
both
SMA
IA
had
direct
negative
effect
on
students.
Notably,
SC
significantly
positively
predicted
MH,
indicating
their
protective
role
against
effects
IA.
Furthermore,
or
fully
partially
mediated
highlighting
crucial
explaining
association.
provides
evidence
for
buffering
The
findings
highlight
need
educational
interventions
foster
enhance
student
promote
healthy
digital
environment.
These
results
offer
valuable
insights
educators,
professionals,
policymakers
Ethiopia
other
developing
countries
facing
similar
challenges.
JAMA Network Open,
Journal Year:
2025,
Volume and Issue:
8(1), P. e2452789 - e2452789
Published: Jan. 7, 2025
Importance
Amid
escalating
mental
health
challenges
among
young
individuals,
intensified
by
the
COVID-19
pandemic,
analyzing
postpandemic
trends
is
critical.
Objective
To
examine
care
utilization
and
prescription
rates
for
children,
adolescents,
adults
before
after
pandemic.
Design,
Setting,
Participants
This
population-based
time
trend
study
used
an
interrupted
series
analysis
to
patterns
French
population
25
years
younger.
Aggregated
data
from
national
insurance
database
January
2016
June
2023.
Data
were
analyzed
September
2023
February
2024.
Main
Outcomes
Measures
The
number
of
individuals
with
at
least
1
outpatient
psychiatric
consultation,
those
admitted
full-time
hospitalization,
a
suicide
attempt,
receiving
psychotropic
medication
was
computed.
stratified
age
groups
sex.
Quasi-Poisson
regression
modeled
deseasonalized
data,
estimating
relative
risk
(RR)
95%
CI
differences
in
slopes
Results
included
approximately
20
million
younger
(20
829
566
697
169
2022).
In
2016,
consisted
10
208
277
female
participants
(49.0%)
6
091
959
(29.2%)
aged
18
years.
Proportions
similar
2022.
Significant
increases
observed
compared
prepandemic
period,
especially
females
people
13
older.
Outpatient
consultations
increased
women
(RR,
1.13;
CI,
1.07-1.20),
17
1.15;
1.06-1.23),
1.08;
1.03-1.14).
Hospitalizations
attempt
1.14;
1.02-1.27)
1.07;
1.03-1.12).
Regarding
medications,
almost
all
classes,
except
hypnotics,
prescriptions
between
2022
females,
particularly
marked
rise
period.
For
men,
only
antidepressants
1.03;
1.01-1.06),
methylphenidate
1.09;
1.06-1.12),
medications
prescribed
alcohol
use
disorders
1.04-1.13)
observed,
these
less
pronounced
than
(antidepressant:
RR,
1.13,
1.09-1.16;
methylphenidate:
1.13-1.18;
dependence:
1.12;
1.08-1.16).
Medications
reserved
severe
situations,
such
as
lithium
or
clozapine,
more
frequently
starting
Conclusions
Relevance
this
study,
time-series
found
deterioration
France
accentuating
that
already
International Journal of Environmental Research and Public Health,
Journal Year:
2023,
Volume and Issue:
20(4), P. 3392 - 3392
Published: Feb. 15, 2023
The
COVID-19
pandemic
has
drastically
changed
our
lives.
By
increased
screen
time
during
the
pandemic,
social
media
(SM)
could
have
significantly
impacted
adolescents’
and
students’
mental
health
(MH).
This
literature
review
aims
to
synthesize
research
on
impact
of
SM
usage
MH
adolescents
students
first
year
pandemic.
A
published
was
conducted
in
April
2021,
through
a
search
PubMed
Web
Science
Core
Collection
databases.
yielded
1136
records,
with
13
articles
selected
for
this
review.
Most
included
studies
observed
negative
use
students,
most
noticeably
were
anxiety,
depression
stress.
More
active
prolonged
associated
students.
Two
recorded
some
potentially
positive
effects,
such
as
support
coping
providing
sense
connection
those
who
isolated
due
distancing
measures.
Since
focuses
early
period
future
should
investigate
long-term
MH,
all
relevant
elements
that
can
enable
adequate
public
response.