Artificial Intelligence and Algorithmic Approaches of Health Security Systems: A Review
Savina Mariettou,
Constantinos Koutsojannis,
Vassilios Triantafillou
и другие.
Algorithms,
Год журнала:
2025,
Номер
18(2), С. 59 - 59
Опубликована: Янв. 22, 2025
This
paper
explores
the
overall
picture
regarding
healthcare
security
systems
through
an
extensive
literature
review.
As
sector
has
now
become
digitalized,
of
and,
by
extension,
protection
patient
data
is
a
key
concern
in
modern
era
technological
advances.
Therefore,
secure
and
integrated
system
essential.
Thus,
to
evaluate
relationship
between
quality,
we
conducted
research
identify
studies
reporting
their
association.
The
timeline
our
review
based
on
published
covering
period
from
2018
2024,
with
entries
identified
search
relevant
literature,
focusing
most
recent
developments
due
advances
artificial
intelligence
algorithmic
approaches.
Thirty-two
were
included
final
survey.
Our
findings
underscore
critical
role
that
significantly
improve
outcomes
maintain
integrity
services.
According
approach,
analyzed
highlight
growing
importance
advanced
frameworks,
especially
those
incorporating
methodologies,
safeguarding
while
enhancing
care
quality.
this
study,
uses
technology
approaches,
many
researchers
prove
ransomware
common
threat
hospital
information
systems,
more
are
needed
performance
created
against
kind
attack.
Язык: Английский
Exploring the tradeoff between data privacy and utility with a clinical data analysis use case
BMC Medical Informatics and Decision Making,
Год журнала:
2024,
Номер
24(1)
Опубликована: Май 30, 2024
Securing
adequate
data
privacy
is
critical
for
the
productive
utilization
of
data.
De-identification,
involving
masking
or
replacing
specific
values
in
a
dataset,
could
damage
dataset's
utility.
However,
finding
reasonable
balance
between
and
utility
not
straightforward.
Nonetheless,
few
studies
investigated
how
de-identification
efforts
affect
analysis
results.
This
study
aimed
to
demonstrate
effect
different
methods
on
with
clinical
analytic
use
case
assess
feasibility
workable
tradeoff
Язык: Английский
A Blockchain-Based E-Healthcare System With Provenance Awareness
IEEE Access,
Год журнала:
2024,
Номер
12, С. 110098 - 110112
Опубликована: Янв. 1, 2024
Efficient
sharing
of
comprehensive
and
relevant
electronic
health
records
(EHRs)
is
critical
for
precise
disease
research
high-quality,
timely
diagnoses.
Recently,
blockchain-based
EHR
solutions
have
addressed
issues
such
as
single
points
failure
data
silos.
However,
decentralized
still
face
challenges
in
efficiently
tracking
dispersed
correlated
medical
records.
Patients,
lacking
professional
knowledge,
struggle
to
construct
maintain
the
lineage
their
overall
records,
leading
inefficient
insecure
EHRs
with
trusted
doctors.
Doctors
from
various
departments
also
access
most
necessary
a
understanding
patients'
histories.
This
study
introduces
system
provenance
awareness,
collecting
document
traceable
patient
histories,
facilitate
rapid
authorizations
lineage,
conduct
post-authorization
audits.
Designing
DAG-like
structure,
stores
on
blockchain
optimizes
provenance-specific
search.
The
dedicated
authorization
layer
dynamic
propagation
along
path.
Harnessing
Nash
equilibrium
principles,
establishes
an
honesty-driven
auditing
mechanism
scrutinize
doctors'
intricate
journey
We
developed
prototype
using
Ethereum
smart
contracts,
verifying
feasibility
our
model.
successfully
integrates
provenance,
operates
at
expected
costs,
enhances
user-friendliness,
improves
control
efficiency.
Язык: Английский
Human-centered IoT-based health monitoring in the Healthcare 5.0 era: literature descriptive analysis and future research guidelines
Discover Internet of Things,
Год журнала:
2024,
Номер
4(1)
Опубликована: Ноя. 20, 2024
Continuous
monitoring
of
individuals'
health,
particularly
those
with
chronic
diseases,
out
healthcare
centers
could
result
in
lower
patient
traffic
centers,
much
more
real-time
health
control,
and
faster
emergency
services.
Hence,
using
the
internet
things
(IoTs)
as
an
enabler
Industry
4.0
facilitating
remote
has
gained
attention
recent
years.
Although
plenty
research
been
focused
on
IoT-based
monitoring,
they
neglected
emerging
concepts
like
human-centered
data
analytics
a
significant
requirement
Healthcare
5.0
era.
This
paper
contributes
to
status
by
conducting
descriptive
analysis
corresponding
literature
according
biometrics
monitored,
applied
software,
hardware,
sensors,
communication
models,
highlighting
lack
consideration
long-term,
existing
literature.
Results
showed
that
focus
mostly
information
transit
technology
development
not
analytics.
In
addition,
gap
current
recommendations
emphasized
multi-biometrics
cybersecurity,
analysis.
Finally,
several
guidelines
are
provided
for
future
research.
Язык: Английский
Integrating blockchain technology with artificial intelligence for the diagnosis of tibial plateau fractures
European Journal of Trauma and Emergency Surgery,
Год журнала:
2025,
Номер
51(1)
Опубликована: Фев. 21, 2025
Язык: Английский
Blockchain evolution and management theoretical (BEMT) model based on integrated semantic similarity and co-citation analysis for next generation service industry
Operations Management Research,
Год журнала:
2025,
Номер
unknown
Опубликована: Апрель 21, 2025
Язык: Английский
A Bibliometric Analysis of Industry 5.0 and Healthcare Supply Chain Research: Emerging Opportunities and Future Challenges
Supply Chain Analytics,
Год журнала:
2025,
Номер
unknown, С. 100125 - 100125
Опубликована: Апрель 1, 2025
Язык: Английский
From AI to the Era of Explainable AI in Healthcare 5.0: Current State and Future Outlook
Expert Systems,
Год журнала:
2025,
Номер
42(6)
Опубликована: Апрель 29, 2025
ABSTRACT
Artificial
intelligence
(AI)
and
explainable
artificial
(XAI)
are
advancing
rapidly,
with
the
potential
to
deliver
significant
benefits
modern
society.
The
healthcare
sector,
in
particular,
has
experienced
transformative
changes;
overall,
these
technologies
helping
address
numerous
challenges,
such
as
cancer
cell
detection,
tumour
zone
identification
animal
bodies,
predictions
of
major
minor
diseases,
diagnosis,
more.
This
article
provides
an
in‐depth
detailed
overview
AI
XAI,
focusing
on
recent
trends
their
implications
for
Healthcare
5.0
applications.
Initially,
study
examines
key
concepts
exceptional
features
AI,
5.0.
Additional
emphasis
is
placed
state‐of‐the‐art
practices
currently
being
implemented
healthcare,
particularly
those
involving
XAI.
Subsequently,
it
establishes
a
coherent
link
between
XAI
5.0,
grounded
contemporary
advancements.
Based
findings,
algorithms
recommended
initial
obstacles
integrating
into
framework.
Proposals
further
enhancing
performance
through
integration
its
unique
discussed
detail.
work
also
implementation
strategies
highlights
model‐specific
within
frameworks
Particular
attention
given
model
settings,
emphasising
contributions
improved
patient
feedback
delivery
more
sophisticated
care.
Most
importantly,
this
research
support
sustainable
advancements
Finally,
issues
analysed,
open
discussion
presented
future
guidelines
blending
Язык: Английский
Transforming Healthcare: A Narrative Review of 25 Years of Digital Health Interventions and Future Visions to 2050 (Preprint)
Опубликована: Май 31, 2024
UNSTRUCTURED
This
narrative
review
explores
the
transformative
journey
of
digital
health
interventions
over
past
25
years
and
envisions
its
future
trajectory
towards
2050.
Through
a
systematic
literature
analysis,
insightful
case
studies,
expert
opinions,
delves
into
emergence,
development,
impact
various
strategies
on
global
healthcare
delivery.
The
historical
section
traces
evolution
health,
from
pioneering
technologies
early
telehealth
experiments
to
mainstream
adoption
within
systems.
Key
milestones,
including
deployment
physiological
sensors,
internet-based
(Internet
Things;
IoT
Internet
Medical
IoMT),
mobile
(mHealth)
applications,
are
examined.
then
analyzes
demonstrated
effectiveness
in
disease
monitoring,
prevention,
management
through
studies
analyses.
It
technology
patient
engagement,
empowerment,
supportive
care.
Insights
renowned
experts,
obtained
questionnaire,
synthesized
identify
key
drivers,
barriers,
emerging
trends,
disruptive
innovations.
Furthermore,
critically
evaluates
ethical
legal
considerations
arising
widespread
use
solutions.
Challenges
surrounding
data
privacy,
equitable
access
(digital
divide),
regulatory
frameworks
addressed
inform
responsible
developments.
By
synthesizing
insights
quarter-century
advancements,
analyzing
identifying
this
comprehensive
provides
timely
multifaceted
perspective.
aims
guide
researchers,
practitioners,
policymakers
leveraging
power
revolutionize
delivery
improve
outcomes
globally
coming
decades
(Vision
2050).
Язык: Английский
Construction a virtual central network for all Iraq's fire station
Babylonian Journal of Internet of Things,
Год журнала:
2024,
Номер
2024, С. 151 - 160
Опубликована: Ноя. 30, 2024
Fire
stations
are
crucial
in
Iraq
for
protecting
human
life,
property,
and
vital
economic
religious
infrastructure.
In
this
paper,
a
design
centralized
virtual
network
that
brings
together
all
fire
is
proposed.
The
consists
of
18
stations,
with
each
station
representing
governorate
Iraq.
When
occurs
certain
area,
citizens
can
request
the
service
by
entering
their
personal
information
location
event,
which
sent
to
transfers
it
appropriate
area.
If
not
available
nearest
other
fulfil
as
quickly
possible.
This
communication
allows
better
coordination
simplifies
data
sharing
between
different
stations.
results
showed
contributes
fast
response
times,
rapid
requests
deployment
engines
incident
site.
also
increase
overall
efficiency
improving
coordination,
allocating
resources
more
effectively
monitoring
situations
real
time.
Thanks
centralization
data,
have
access
same
set
information,
enhancing
decision-making,
especially
case
large-scale
incidents.
Also,
characterized
high
level
security.
Язык: Английский