The
research
paper
aims
to
determine
dental
patient
care
in
suburban
and
rural
areas
through
open-source
image-processing
modules.
Therefore,
the
architecture
of
CNN
is
discussed
according
demand
study.
Moreover,
implementing
a
particularly
trained
model
with
different
input
data
distorts
result.
It
was
found
that
fixed
for
provides
unique
nature
implication.
For
instance,
every
situation,
algorithms
are
required
be
examining
data.
Furthermore,
it
subjective
field
effectiveness
helps
produce
relevant
relatable
outcome.
Open-source
imaging
processes,
associated
AI
technologies
advanced
image
processing
hardware
software,
can
transform
domains.
modules
have
become
necessary
technology
their
various
importance.
These
bridge
gap
services,
by
enhancing
accuracy,
accessibility,
efficiency.
Journal of Advanced Nursing,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 22, 2025
ABSTRACT
Aims
Epidemics
strain
healthcare
systems
and
reduce
care
quality,
making
primary
a
crucial
frontline
component
in
combating
pandemics.
The
aim
of
this
paper
was
to
explore
the
experiences
countries
strengthening
health
address
epidemics
pandemics
infectious
diseases.
Design
It
scoping
review
conducted
2024.
research
qualitative
nature.
Methods
Multiple
databases
were
searched
including
PubMed,
Scopus,
ProQuest.
Upon
screening
references,
Boyatzis
approach
thematic
analysis
utilised
analyse
categorise
acquired
data
based
on
fundamental
building
blocks
as
presented
by
World
Health
Organisation
(WHO).
Results
Sixty‐seven
studies
included
study,
reporting
widespread
strategies
interventions
implemented
around
globe.
majority
these
within
context
service
delivery,
leadership/governance,
workforce.
Conclusion
worldwide
during
pandemic
crisis
are
extensive
varied.
Further
is
required
provide
comprehensive
understanding
potential
impacts
such
interventions.
Implications
for
Profession
and/or
Patient
Care
There
numerous
reported
literature
epidemic
response,
which
policymakers
managers
can
utilise
improve
patient
times
crisis.
Impact
study
examined
challenges
crises,
identified
various
aimed
at
addressing
challenges,
primarily
workforce
management.
Healthcare
leverage
findings
enhance
crises.
Reporting
Method
PRISMA
2020
guideline
studies.
or
Public
Contribution
No
Contribution.
The International Journal of Health Planning and Management,
Journal Year:
2023,
Volume and Issue:
38(5), P. 1330 - 1344
Published: May 19, 2023
Abstract
This
study
examines
the
sequential
effects
of
perceived
ethical
leaders
and
strength
social
networks
among
healthcare
professionals
on
workplace
happiness
its
impacts
quality
provided
care.
We
conduct
a
partial
least
squares
(PLS)
analysis
to
estimate
relationship
between
variables.
Data
comes
from
survey
conducted
321
with
primary/direct
contact
patients
working
at
Portuguese
hospitals.
use
previously
validated
scales
in
literature
for
measuring
variables;
leadership,
network
context
workplace;
satisfaction,
engagement,
commitment
as
proxies
happiness,
and,
care
(the
outcome
research
model).
Results
show
that
leadership
positively
influences
networks,
Social
also
have
positive
Additionally,
patients.
Our
work
addresses
diverse
gap
regarding
hospitals'
environment
hospital
performance.
Specifically,
empirical
operationalisation
fights
management.
Moreover,
we
report
evidence
influence
antecedents,
but
performance
consequences,
environments.
findings
contribute
while
providing
managerial
implications
settings.
BMJ Open,
Journal Year:
2024,
Volume and Issue:
14(7), P. e085527 - e085527
Published: July 1, 2024
Objective
To
explore
how
primary
healthcare
workers
in
Sweden
experienced
and
perceived
the
long-term
impact
of
pandemic
on
their
work.
Design
This
is
a
descriptive
qualitative
study
with
individual
semistructured
interviews
conducted
2
years
after
onset
COVID-19.
Data
were
analysed
using
an
inductive
thematic
approach.
Setting
Swedish
units
rural
urban
locations.
Participants
29
providers
(6
registered
nurses,
7
assistant
8
physicians
managers)
healthcare.
Results
analysis
yielded
three
overarching
themes:
(1)
still
affected
by
pandemic;
(2)
changes
made
permanent;
(3)
lessons
learnt
for
handling
future
crises
affecting
The
participants
high
workload,
even
pandemic,
concluded
that
it
would
take
to
catch
up
both
mentally
workwise.
Four
might
affect
healthcare:
importance
creating
cohesive
management
system
provide
clarity
regarding
recommendations
personnel
should
work,
need
support
at
all
levels,
restricting
adapting
flow
information
ascertaining
necessary
resources
if
additional
tasks.
Conclusion
Two
COVID-19
work
was
pandemic.
Our
findings
highlight
ensuring
sufficient
recovery
time
providing
opportunities
reflection
experiences
personnel.
also
includes
preparedness
managing
heavy
workload
strained
energy
levels
aftermath
crisis.
npj Primary Care Respiratory Medicine,
Journal Year:
2025,
Volume and Issue:
35(1)
Published: April 5, 2025
Abstract
We
investigated
healthcare
avoidance
during
the
first
COVID-19
wave
in
a
Dutch
region
with
high
infection
rates.
A
mixed-method,
multiphase
study
used
(1)
primary
care
electronic
health
records
to
identify
patients,
(2)
questionnaires
capture
patients
unreported
symptoms,
and
(3)
interviews
om
avoidance.
Additionally,
natural
language
model
estimated
incidence
from
routine
data.
Of
2361
respondents
(39%
response
rate),
535
(23%)
reported
symptoms;
180
sought
help,
mainly
GPs.
Care-seeking
rates
did
not
differ
significantly
between
those
or
without
relatives
who
experienced
severe
illness
death
before
their
own
(p
=
0.270).
Interviews
showed
main
barriers
were
feeling
ill
enough
concerns
about
an
overstressed
system,
especially
Only
third
of
participants
symptoms
mostly
Serious
loved
ones
had
no
significant
impact.
Findings
highlight
need
for
clear
communication
accessible
healthcare,
including
telemedicine,
future
pandemics.
Scandinavian Journal of Primary Health Care,
Journal Year:
2025,
Volume and Issue:
unknown, P. 1 - 13
Published: June 1, 2025
The
digital
transformation
of
society
has
significant
implications
for
healthcare.
Despite
a
growing
body
research
on
telemedicine
implementation,
studies
specifically
examining
chat-based
care
assessments
by
primary
nurses
remain
limited.
aim
the
present
study
was
to
explore
nurses'
work
experiences
and
training
needs
regarding
in
This
qualitative
exploratory
employed
semi-structured
in-depth
interviews
with
six
trained
chat
technique.
Data
were
analysed
inductively
using
reflexive
thematic
analysis.
findings
indicated
that
could
lead
prolonged
assessment
processes,
needed
proficiency
techniques
effective
communication
skills
ensure
clarity
conversations
accurate
medical
history
acquisition.
Training
gaps
noted,
particularly
fostering
patient-professional
relationships
through
brief
text
exchanges
chat.
process
had
both
advantages
disadvantages.
Although
it
more
time-consuming,
got
better
opportunities
consider
their
responses
consult
colleagues,
which
thought
improve
accuracy
assessments.
Further
benefits
included
access
history,
ability
share
informational
links,
professional
development.
Nurses
pointed
need
system
improvements,
such
as
auto-anamnesis
auto-triage
features,
support
future.
offers
valuable
insights
healthcare
professionals,
technology
designers,
policymakers
nuances
interactions
patients
settings.
results
can
inform
development
targeted
programs
skills,
enhancing
effectiveness
consultations
therapeutic
patients.
Chat-based
offer
clear
within
but
also
come
challenges.
BMC Primary Care,
Journal Year:
2024,
Volume and Issue:
25(1)
Published: Jan. 2, 2024
Abstract
Background
Occupational,
physical
and
respiratory
therapists
are
relatively
new
to
primary
care
settings,
thus
their
roles
still
emerging.
The
COVID-19
pandemic
was
a
time
of
abrupt
changes
in
professional
roles.
Professional
role
adaptations
integral
the
ability
health
teams
respond
day-to-day
delivery
challenges,
such
as
current
physician
nurse
shortage,
well
disaster
situations.
This
study
explored
adaptation
occupational,
physical,
Canadian
settings
throughout
first
year
pandemic,
barriers
facilitators
adaptation.
Methods
longitudinal
interpretative
descriptive
purposively
sampled
from
two
provinces
(Manitoba
Ontario).
We
asked
participants
prepare
at
least
10
semi-structured
audio-diary
entries
during
12-week
period
(April
–
Oct
2020),
followed
by
interviews
(Dec
2020,
Apr
2021).
Questions
focused
on
happening
practice
over
time.
Analysis
iterative,
including
developing
individual
summaries
coding
data
using
both
inductive
pre-determined
codes.
then
entered
an
immersion/crystallization
process
develop
key
themes
related
Results
represent
our
findings
with
metaphor
game
Role
Adaptation
Snakes
Ladders
(
aka
Chutes
Ladders)
.
certainly
not
game,
but
this
represents
tension
being
pawn
circumstance
while
also
expected
take
control
one’s
personal
life
disaster.
object
is
move
through
three
phases
adaptation,
Disorienting
,
Coping
Waiting
Adapting
In
phase,
creatively
found
ways
provide
vital
services
for
response.
were
influenced
negatively
positively
(snakes
ladders)
circumstances,
meso
macro
contexts.
Each
therapist
moved
across
board
unique
trajectory
timeline
based
these
Conclusions
Rehabilitation
professionals,
adequate
system
supports,
can
maximize
adapting
work
full
scope
practice.
BMC Public Health,
Journal Year:
2024,
Volume and Issue:
24(1)
Published: Jan. 3, 2024
Abstract
Background
Following
the
onset
of
COVID-19
pandemic,
in
March
2020
health
care
delivery
underwent
considerable
changes.
It
is
unclear
how
this
may
have
affected
Brief
Interventions
(BIs)
for
smoking
and
alcohol.
We
examined
impact
pandemic
on
receipt
BIs
alcohol
primary
England
whether
certain
priority
groups
(e.g.,
less
advantaged
socioeconomic
positions,
or
a
history
mental
condition)
were
differentially
affected.
Methods
used
nationally
representative
data
from
monthly
cross-sectional
survey
between
03/2014
06/2022.
Monthly
trends
using
generalised
additive
models
among
adults
who
smoked
past-year
(weighted
N
=
31,390)
those
at
increasing
higher
risk
levels
(AUDIT
score
3
8,
weighted
22,386),
respectively.
Interactions
tested
social
grade
change
slope
after
results
reported
stratified
by
grade.
Further
logistic
regression
assessed
changes
alcohol,
respectively,
12/2016
to
01/2017
10/2020
06/2022
(or
03/2022
case
alcohol),
depended
condition.
Results
The
declined
an
average
prevalence
31.8%
(95%CI
29.4–35.0)
pre-March
24.4%
23.5–25.4)
post-March
2020.
best-fitting
model
found
that
there
was
12-month
decline
before
stabilising
June
2022
ABC1
lower
level
(~
20%)
rebounding
C2DE
27%).
Receipt
low
(overall:
4.1%,
95%CI
3.9–4.4)
similar
pre-
Conclusions
following
but
rebounded
people
smoked.
use
no
appreciable
over
time.
Maintaining
BI
smokers
users
important
support
reductions
related
inequalities.
Research Square (Research Square),
Journal Year:
2024,
Volume and Issue:
unknown
Published: Oct. 14, 2024
AbstractIntroduction
We
explored
reasons
for
healthcare
avoidance
during
the
first
COVID-19
wave
in
a
region
with
high
infection
rates.
Methods
conducted
mixed-method
study
using
primary
care
electronic
health
records
(n=5,980),
questionnaires
(n=2,361),
semi-structured
interviews
(n=12),
and
an
AI
model
to
identify
patients
Dutch
small
town.
Results
Of
2,391
respondents
(39%
response
rate),
535
(23%)
reported
COVID-19-related
symptoms.
these,
180
sought
help,
mostly
from
their
GP.
The
care-seeking
rate
did
not
differ
significantly
between
those
or
without
relatives
who
experienced
severe
illness
death
before
own
(p=0.270).
Interviews
revealed
that
reason
seeking
help
was
perception
of
being
ill
enough
overstressed
system,
especially
GP
services.
Conclusion
Only
third
participants
symptoms
GPs.
No
significant
difference
related
serious
loved
ones.
BMC Medical Education,
Journal Year:
2024,
Volume and Issue:
24(1)
Published: Dec. 23, 2024
Abstract
Context
The
COVID-19
pandemic
led
to
an
increase
in
numbers
of
patients
dying
at
home
the
UK,
meaning
that
general
practitioners
(GPs)
were
exposed
more
patient
death
than
would
be
pre-COVID.
This
project
aimed
gain
insight
into
GP
trainees’
experiences
between
March
and
July
2020.
can
inform
support
for
GPs,
leading
improved
wellbeing,
workforce
retention
ultimately,
better
patient-centred
care.
Methods
Interpretative
Phenomenological
Analysis
(IPA)
semi-structured
interviews
was
used
explore
one
region
England.
Results
Seven
trainees,
two
male
five
female,
participated.
They
working
both
rural
urban
community
settings
different
stages
training.
Group
experiential
themes
related
heightened
emotional
responses
death,
managing
uncertainty
increased
salience
relationships.
Most
appreciated
positive
teamworking
solidarity,
though
some
had
felt
isolated
within
their
surgery
wider
community.
There
unforeseen
individual
organisational
healthcare
changes,
including
a
perceived
new
appreciation
NHS
equality,
diversity
inclusion
(EDI)
by
actions
identify
reduce
occupational
hazards
at-risk
staff.
potential
effects
on
career
choice
with
participants
feeling
changes
during
offered
flexibility
arrangements
opportunity
sub-specialise
GP.
Conclusion
More
help
navigate
amplified
is
needed.
Some
experiences,
particularly
around
uncertainty,
cause
moral
injury
if
not
managed
safe
supportive
environment.