2022 10th International Conference on Reliability, Infocom Technologies and Optimization (Trends and Future Directions) (ICRITO),
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 4
Published: March 14, 2024
Postpartum
depression
(PPD)
is
a
growing
concern
for
mothers
on
global
stage
and
usually
linked
to
the
varied
emotional
changes
which
happen
woman
postdelivery.
This
issue
pressing
one
as
such
early
detection
acts
essential
bridge
between
growth
development
of
mother-child
bond
while
promoting
nurturing
environment.
The
paper
makes
use
two
classification
algorithms
namely,
CatBoost
LightGBM,
dataset
1503
records,
with
primary
aim
list
out
various
indicators
contribute
PPD.
It
has
been
seen
that
guilt,
anger,
sleep
depravity
irritability
act
prime
this
disease.
While
comparing
outshines
LightGBM
owing
its
prowess
in
handling
categorical
data
ordered
boosting
approaches.
In
all
study
outlines
potential
these
predictive
modelling
well
timely
disease,
establishing
foundation
better
efforts
mitigate
manage
International Journal of Bipolar Disorders,
Journal Year:
2023,
Volume and Issue:
11(1)
Published: March 25, 2023
Bipolar
disorder
type-I
(BD-I)
patients
are
known
to
show
emotion
regulation
abnormalities.
In
a
previous
fMRI
study
using
an
explicit
paradigm,
we
compared
responses
from
19
BD-I
and
17
matched
healthy
controls
(HC).
A
standard
general
linear
model-based
univariate
analysis
revealed
that
BD
showed
increased
activations
in
inferior
frontal
gyrus
when
instructed
decrease
their
emotional
response
as
elicited
by
neutral
images.
We
implemented
multivariate
pattern
recognition
analyses
on
the
same
data
examine
if
could
classify
conditions
within-group
well
HC
versus
BD.
reanalyzed
approach,
PRONTO
software.
The
original
experimental
paradigm
consisted
of
full
2
×
factorial
design,
with
valence
(Negative/Neutral)
instruction
(Look/Decrease)
within
subject
factors.
models
were
able
accurately
different
task
analyzed
separately
(63.24%-75.00%,
p
=
0.001-0.012).
addition,
correctly
significant
accuracy
where
subjects
downregulate
felt
(59.60%-60.84%,
0.014-0.018).
results
for
classification
demonstrated
contributions
salience
network,
several
occipital
regions,
parietal
lobes,
other
cortical
achieve
above-chance
classifications.
Our
successfully
reproduced
some
main
obtained
analysis,
confirming
these
findings
not
dependent
approach.
particular,
both
types
suggest
there
is
difference
neural
patterns
between
each
group.
approach
also
reappraisal
provide
most
informative
activity
differentiating
BD,
irrespective
(negative
or
neutral).
current
illustrate
importance
investigating
cognitive
control
propose
set
candidate
regions
further
Psychiatry Research,
Journal Year:
2023,
Volume and Issue:
332, P. 115687 - 115687
Published: Dec. 24, 2023
This
study
aimed
to
assess
the
concordance
of
various
psychometric
scales
in
detecting
Perinatal
Depression
(PND)
risk
and
diagnosis.
A
cohort
432
women
was
assessed
at
10-15th
23-25th
gestational
weeks,
33-40
days
180-195
after
delivery
using
Edinburgh
Postnatal
Scale
(EPDS),
Visual
Analogue
(VAS),
Hamilton
Rating
(HDRS),
Montgomery-Åsberg
(MADRS),
Mini
International
Neuropsychiatric
Interview
(MINI).
Spearman's
rank
correlation
coefficient
used
agreement
across
instruments,
multivariable
classification
models
were
developed
predict
values
a
binary
scale
other
scales.
Moderate
shown
between
EPDS
VAS
HDRS
MADRS
throughout
perinatal
period.
However,
decreased
postpartum.
well-performing
model
for
estimation
current
depression
(EPDS
>
9)
obtained
with
MADRS,
less
robust
one
major
depressive
episode
(MDE)
diagnosis
(MINI)
HDRS.
When
is
not
feasible,
may
be
rapid
comprehensive
postpartum
screening
reliability.
thorough
structured
interview
or
clinical
examination
remains
necessary
diagnose
MDE.
2022 10th International Conference on Reliability, Infocom Technologies and Optimization (Trends and Future Directions) (ICRITO),
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 4
Published: March 14, 2024
Postpartum
depression
(PPD)
is
a
growing
concern
for
mothers
on
global
stage
and
usually
linked
to
the
varied
emotional
changes
which
happen
woman
postdelivery.
This
issue
pressing
one
as
such
early
detection
acts
essential
bridge
between
growth
development
of
mother-child
bond
while
promoting
nurturing
environment.
The
paper
makes
use
two
classification
algorithms
namely,
CatBoost
LightGBM,
dataset
1503
records,
with
primary
aim
list
out
various
indicators
contribute
PPD.
It
has
been
seen
that
guilt,
anger,
sleep
depravity
irritability
act
prime
this
disease.
While
comparing
outshines
LightGBM
owing
its
prowess
in
handling
categorical
data
ordered
boosting
approaches.
In
all
study
outlines
potential
these
predictive
modelling
well
timely
disease,
establishing
foundation
better
efforts
mitigate
manage
