Annals of Punjab Medical College,
Год журнала:
2023,
Номер
17(3), С. 281 - 284
Опубликована: Сен. 30, 2023
Background:
Over
the
past
several
years
there
have
been
growing
interest
in
active
teaching
methods
by
introduction
of
innovative
instructional
strategies
as
they
fulfil
need
developing
interests
students
participation
and
motivation
towards
learning
retaining
knowledge.
Objective:
To
evaluate
effectiveness
passive
for
improvement
knowledge
&
to
assess
comparison
diverse
Pharmacology.
Study
Design:
Academic
Interventional
Study.
Settings:
Jinnah
Medical
Dental
College,
Karachi
Pakistan.
Duration:
31st
August
1st
November
2022.
Methods:
Target
population
being
100
third
year
MBBS
divided
into
3
groups.
Each
group
was
taught
same
topic
but
with
a
different
method.
Group
1-conventional/passive
method,
2-Flowcharts
3-Flipped
classrooms.
Descriptive
calculated
various
variables.
Paired
t
test
used
pre
post
testing
data
Independent
between
quantitative
Results:
Demographic
results
were
significant
A
levels,
day
scholars,
self
researchers.
The
noteworthy
finding
that
males
(n=44)
showed
most
remarkable
p
value
<0.001
retention.
Lecture
method
Flipped
classrooms
<0.002
<0.043
compared
Flow
charts
<0.222.
Finally,
notable
feature
62.6%
methods.
Conclusion:
Lecture,
no
doubt
is
still
promising
classroom
also
worthy
showing
retention
after
intervention
IEEE Access,
Год журнала:
2024,
Номер
12, С. 44949 - 44959
Опубликована: Янв. 1, 2024
This
research
explores
how
technology
can
be
used
to
understand
and
identify
activities
among
elderly
individuals.
By
utilizing
HAR70+
data
applying
methods
like
Active
Learning
(AL),
Machine
(ML),
Deep
(DL),
this
aims
predict
various
performed
by
older
adults.
Moreover,
the
study
leverages
dataset,
providing
insight
into
daily
of
individuals
AL-based
ML
DL
techniques
construct
predictive
models
for
these
activities.
The
experiments
are
presented
systematically,
summarizing
outcomes
machine-learning
across
three
iterative
experiments.
explored
a
diverse
array
algorithms,
including
Random
Forest
(RF),
Extreme
Gradient
Boosting
(XGBoost),
Logistic
Regression
(LR),
K-Nearest
Neighbors
(KNN),
Stochastic
Descent
(SGB)
such
as
Neural
Networks
(DNN)
Long
Short-Term
Memory
networks
(LSTM)
experimentation.
trained
on
7
activities:
walking,
shuffling,
climbing
stairs
(up
down),
standing,
sitting,
lying
down,
4
separately:
using
same
method.
Results
reveal
that
LSTM
achieved
best
accuracy
0.98
0.95
RF
actives,
showing
potential
techniques,
particularly
when
integrated
with
AL,
enhance
activity
recognition
rate,
patient
care,
optimize
medication
strategies
improve
well-being
Journal of Materials Informatics,
Год журнала:
2023,
Номер
3(3)
Опубликована: Июль 13, 2023
Virtual
sample
generation
(VSG),
as
a
cutting-edge
technique,
has
been
successfully
applied
in
machine
learning-assisted
materials
design
and
discovery.
A
virtual
without
experimental
validation
is
defined
an
unknown
sample,
which
either
expanded
from
the
original
data
distribution
for
modeling
or
designed
via
algorithms
predicting.
This
review
aims
to
discuss
applications
of
VSG
techniques
discovery
based
on
research
progress
recent
years.
First,
we
summarize
commonly
used
expansion
training
set,
including
Bootstrap,
Monte
Carlo,
particle
swarm
optimization,
mega
trend
diffusion,
Gaussian
mixture
model,
random
forest,
generative
adversarial
networks.
Next,
frequently
employed
searching
are
introduced,
efficient
global
proactive
progress.
Then,
universally
adopted
inverse
methods
presented,
genetic
algorithm,
Bayesian
pattern
recognition
projection.
Finally,
future
directions
proposed.
BMJ Open,
Год журнала:
2025,
Номер
15(2), С. e090743 - e090743
Опубликована: Фев. 1, 2025
Objective
This
qualitative
study
explored
the
experiences,
preparedness,
instructional
practices
and
roles
of
preceptors
supervising
nursing
students
in
a
clinical
setting.
Design
Exploratory
descriptive
employing
semi-structured
interviews.
Setting
A
district
hospital
Kumasi
Metropolis
accredited
for
training
practice.
Participants
12
nurse
preceptors,
each
holding
at
least
Bachelor
Science
Nursing.
Major
findings
Findings
revealed
gaps
preparation
lack
clear
definition
preceptors’
responsibilities
from
outset,
contributing
to
feelings
under-preparedness.
While
demonstrating
inherent
strengths
like
using
probing
questions,
prompting
techniques
assuming
multifaceted
roles,
including
role
modelling,
coaching
teaching,
expressed
uncertainty
about
over-reliance
on
passive
demonstration-based
teaching.
Environmental
barriers
noise
concerns
hindered
adoption
more
interactive,
student-centred
pedagogies.
Conclusion
The
highlights
need
comprehensive
preceptor
programmes
that
provide
robust
onboarding,
set
expectations
equip
with
diverse
evidence-based
teaching
methodologies
tailored
healthcare
contexts.
Continued
research
involving
larger
samples,
multimodal
data
stakeholder
perspectives
can
inform
ongoing
programme
refinement.
BMC Medical Education,
Год журнала:
2023,
Номер
23(1)
Опубликована: Окт. 2, 2023
Dental
materials
science
is
an
important
subject,
but
research
on
curriculum
mapping
in
preclinical
dental
courses
still
scarce.
The
present
study
aimed
to
conduct
a
analysing
elements
and
suggesting
recommendations
for
institutional
course.Curriculum
was
conducted
the
Year
2
undergraduate
course
(Bachelor
of
Surgery
programme)
Malaysian
school.
Based
Harden's
framework,
following
steps
were
used
map
course:
(1)
scoping
task;
(2)
deciding
format;
(3)
populating
windows,
(4)
establishing
links.
Two
analysts
reviewed
independently.
Their
respective
analyses
compared,
discrepancies
discussed
until
reaching
consensus.
A
SWOT
analysis
also
evaluate
strengths,
weaknesses,
opportunities,
threats
associated
with
curriculum.Course
learning
outcomes,
contents,
levels
cognitive
psychomotor
competencies,
resources,
locations,
assessments,
timetable,
staff,
management
students'
information
successfully
scoped
from
course.
curriculum's
strengths
included
comprehensiveness,
alignment
standards,
adequate
well-defined
assessment
methods,
sufficient
resources.
However,
identified
weaknesses
repetition
content,
limited
emphasis
domain,
dependency
single
academic
integration
technology.
highlighted
opportunities
improvement,
such
as
revising
repetitive
emphasising
incorporating
advanced
teaching
strategies
technology.The
demonstrated
several
some
areas
improvement.
findings
suggested
need
revise
optimise
content
address
gaps
enhance
student
outcomes.
Ongoing
monitoring
evaluation
are
necessary
ensure
remains
aligned
emerging
trends
advancements
science.
European Journal Of Dental Education,
Год журнала:
2024,
Номер
unknown
Опубликована: Июль 18, 2024
To
evaluate
different
factors
affecting
two
cohorts
of
dental
students'
perceptions
with
the
flipped
classroom
(FC)
model
in
a
preclinical
course
over
six
years.
Journal of Computer Assisted Learning,
Год журнала:
2023,
Номер
40(1), С. 158 - 175
Опубликована: Сен. 12, 2023
Abstract
Background
Flipped
classroom
(FC)
model
has
become
increasingly
popular
in
dental
education
(DE)
with
its
strengths
for
students.
However,
major
concerns
are
lack
of
interaction,
unwillingness
to
complete
the
assignments,
low
engagement
during
pre‐class
activities
because
an
unwell‐designed
instructional
setting
FC.
Objectives
The
recent
study
aims
investigate
effects
video‐driven
discussions
integrated
into
flipped
(VdDs‐FC)
on
students'
(DSs)
learning
achievement,
practical
performance,
and
higher‐order
thinking
skills
a
restorative
dentistry
course.
Methods
This
adopted
sequential
explanatory
design
from
mixed‐methods
research.
A
total
96
DSs
participated
faculty
Türkiye.
They
were
randomly
divided
two
groups:
VdDs‐FC
group
conventional
(c‐FC)
group.
Results
conclusions
results
showed
that
had
significant
positive
performance
subjects
their
problem‐solving
critical
skills.
there
was
no
difference
between
groups
achievement
creativity.
use
FC
c‐FC
did
not
lead
any
achievements.
Moreover,
qualitative
indicated
potential
enhancing
peer
learning,
activities,
Implications
also
includes
several
implications
suggestions
educators,
researchers,
practitioners
dentistry.