Frontiers in Research Metrics and Analytics,
Journal Year:
2023,
Volume and Issue:
8
Published: Nov. 27, 2023
The
problem
of
mental
health
in
academia
is
increasingly
discussed
literature,
and
to
extract
meaningful
insights
from
the
growing
amount
scientific
publications,
text
mining
approaches
are
used.
In
this
study,
BERTopic,
an
advanced
method
topic
modeling,
was
applied
abstracts
2,846
PubMed
articles
on
depression,
anxiety,
burnout
published
years
1975–2023.
BERTopic
a
modular
technique
comprising
embedding
method,
dimensionality
reduction
procedure,
clustering
algorithm,
weighing
scheme
for
representation.
A
model
selected
based
proportion
outliers,
interpretability
considerations,
coherence
diversity
metrics,
inevitable
subjectivity
criteria
discussed.
with
27
topics
explored
visualized.
evolved
differently
time:
research
papers
students'
pandemic-related
anxiety
medical
residents'
peaked
recent
years,
while
publications
psychometric
or
internet-related
problems
yet
be
presented
more
amply.
study
demonstrates
use
analyzing
literature
sheds
light
areas
field
addressed
by
further
research.
Buildings,
Journal Year:
2024,
Volume and Issue:
14(8), P. 2349 - 2349
Published: July 30, 2024
Digital
twin
(DT)
is
recognized
as
a
pillar
in
the
transition
from
traditional
to
digital
construction,
yet
risks
(opportunities
and
threats)
associated
with
its
implementation
have
not
been
thoroughly
determined
literature.
In
addition,
there
scarcity
of
research
relating
DT
maturity
levels,
which
has
hindered
optimum
consideration
such
when
adopted
at
different
levels.
To
address
these
gaps,
this
study
conducted
literature
review
1889
documents
Scopus
Web
Science
databases.
After
rigorous
filtration,
72
were
selected
comprehensively
reviewed.
A
total
47
risk
factors
(RFs)
identified
categorized
into
opportunities
(economic,
technical,
environmental
sustainability,
monitoring
safety,
management)
threats
policy
management).
Subsequently,
RFs
mapped
onto
five-level
model,
providing
users
insights
on
each
level.
The
exhaustive
list
proposed
integration
model
corresponding
enables
stakeholders
identify
their
specific
use
cases
facilitate
decision-making
success
across
various
levels
real-life
construction
projects.
Frontiers in Research Metrics and Analytics,
Journal Year:
2023,
Volume and Issue:
8
Published: Nov. 27, 2023
The
problem
of
mental
health
in
academia
is
increasingly
discussed
literature,
and
to
extract
meaningful
insights
from
the
growing
amount
scientific
publications,
text
mining
approaches
are
used.
In
this
study,
BERTopic,
an
advanced
method
topic
modeling,
was
applied
abstracts
2,846
PubMed
articles
on
depression,
anxiety,
burnout
published
years
1975–2023.
BERTopic
a
modular
technique
comprising
embedding
method,
dimensionality
reduction
procedure,
clustering
algorithm,
weighing
scheme
for
representation.
A
model
selected
based
proportion
outliers,
interpretability
considerations,
coherence
diversity
metrics,
inevitable
subjectivity
criteria
discussed.
with
27
topics
explored
visualized.
evolved
differently
time:
research
papers
students'
pandemic-related
anxiety
medical
residents'
peaked
recent
years,
while
publications
psychometric
or
internet-related
problems
yet
be
presented
more
amply.
study
demonstrates
use
analyzing
literature
sheds
light
areas
field
addressed
by
further
research.
