medRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2024,
Номер
unknown
Опубликована: Окт. 18, 2024
ABSTRACT
Introduction
Big
Data
is
characterized
by
the
large
volume
of
data,
variety
types
and
formats,
speed
with
which
they
are
generated,
veracity
value
that
can
be
extracted
from
data.
However,
result
obtained
this
technology
will
depend
on
quality
information
has
great
potential
in
healthcare
used
to
advance
diagnosis,
treatment,
management.
Health
data
highly
vulnerable
due
its
sensitive
nature,
as
it
contains
personal
confidential
information.
If
exposed
or
compromised,
could
lead
privacy
violations,
inaccuracies,
misuse,
incorrect
diagnoses,
misguided
decision-making
patient
care.
It
important
prioritize
confidentiality,
adhere
regulatory
compliance,
maintain
integrity;
for
that,
essential
use
efficient
methods
obtain
make
them
able
reach
proposed
objective.
Objective
In
context,
scoping
review
protocol
aims
identify
map
existing
strategies,
methods,
models
improve
medical
health
environments.
This
explores
support
effective
while
addressing
challenges
integrity
ensure
safe
decision-making.
Methods
analysis
conducted
based
six-step
process
outlined
framework
Levac
et
al.
“Scoping
Studies:
Advancing
methodology”
reported
following
PRISMA-ScR
(Preferred
Reporting
Items
Systematic
Reviews
Meta-Analyses
Extension
Scoping
Reviews)
checklist.
The
research
team
Quality,
Data,
terms
search
primary
studies
Scopus
Document
Search,
IEEE
Xplore
Digital
Library,
ACM
Library
databases.
Journal of Personalized Medicine,
Год журнала:
2024,
Номер
14(2), С. 217 - 217
Опубликована: Фев. 18, 2024
Infectious
diseases
have
long
posed
a
significant
threat
to
global
health
and
require
constant
innovation
in
treatment
approaches.
However,
recent
groundbreaking
research
has
shed
light
on
previously
overlooked
player
the
pathogenesis
of
disease-the
human
microbiome.
This
review
article
addresses
intricate
relationship
between
microbiome
infectious
unravels
its
role
as
crucial
mediator
host-pathogen
interactions.
We
explore
remarkable
potential
harnessing
this
dynamic
ecosystem
develop
innovative
strategies
that
could
revolutionize
management
diseases.
By
exploring
latest
advances
emerging
trends,
aims
provide
new
perspective
combating
by
targeting
Health care science,
Год журнала:
2024,
Номер
3(5), С. 329 - 349
Опубликована: Окт. 1, 2024
Abstract
The
increasing
integration
of
new
technologies
is
driving
a
fundamental
revolution
in
the
healthcare
sector.
Developments
artificial
intelligence
(AI),
machine
learning,
and
big
data
analytics
have
completely
transformed
diagnosis,
treatment,
care
patients.
AI‐powered
solutions
are
enhancing
efficiency
accuracy
delivery
by
demonstrating
exceptional
skills
personalized
medicine,
early
disease
detection,
predictive
analytics.
Furthermore,
telemedicine
remote
patient
monitoring
systems
overcome
geographical
constraints,
offering
easy
accessible
services,
particularly
underserved
areas.
Wearable
technology,
Internet
Medical
Things,
sensor
empowered
individuals
to
take
an
active
role
tracking
managing
their
health.
These
devices
facilitate
real‐time
collection,
enabling
preventive
care.
Additionally,
development
3D
printing
technology
has
revolutionized
medical
field
production
customized
prosthetics,
implants,
anatomical
models,
significantly
impacting
surgical
planning
treatment
strategies.
Accepting
these
advancements
holds
potential
create
more
patient‐centered,
efficient
system
that
emphasizes
individualized
care,
better
overall
health
outcomes.
This
review's
novelty
lies
exploring
how
radically
transforming
industry,
paving
way
for
effective
all.
It
highlights
capacity
modern
revolutionize
addressing
long‐standing
challenges
improving
Although
approval
use
digital
advanced
analysis
face
scientific
regulatory
obstacles,
they
translational
research.
as
continue
evolve,
poised
alter
environment,
sustainable,
efficient,
ecosystem
future
generations.
Innovation
across
multiple
fronts
will
shape
revolutionizing
provision
healthcare,
outcomes,
equipping
both
patients
professionals
with
tools
make
decisions
receive
treatment.
As
develop
become
integrated
into
standard
practices,
probably
be
accessible,
effective,
than
ever
before.
The
explosive
growth
of
biomedical
Big
Data
presents
both
significant
opportunities
and
challenges
in
the
realm
knowledge
discovery
translational
applications
within
precision
medicine.
Efficient
management,
analysis,
interpretation
big
data
can
pave
way
for
groundbreaking
advancements
However,
unprecedented
strides
automated
collection
large-scale
molecular
clinical
have
also
introduced
formidable
terms
analysis
interpretation,
necessitating
development
novel
computational
approaches.
Some
potential
include
curse
dimensionality,
heterogeneity,
missing
data,
class
imbalance,
scalability
issues.
This
overview
article
focuses
on
recent
progress
breakthroughs
application
Key
aspects
are
summarized,
including
content,
sources,
technologies,
tools,
challenges,
existing
gaps.
Nine
fields-Datawarehouse
electronic
medical
record,
imaging
informatics,
Artificial
intelligence-aided
surgical
design
surgery
optimization,
omics
health
monitoring
graph,
public
security
privacy-are
discussed.
F1000Research,
Год журнала:
2025,
Номер
14, С. 126 - 126
Опубликована: Янв. 24, 2025
Background
Artificial
Intelligence
(AI)
is
at
the
forefront
of
today’s
technological
revolution,
enhancing
efficiency
in
many
organisations
and
sectors.
However,
some
research
environments,
its
adoption
tempered
by
risks
AI
poses
to
data
protection,
ethics,
integrity.
For
funding
(RFOs),
although
there
interest
application
boost
productivity,
also
uncertainty
around
AI’s
utility
safe
integration
into
organisational
systems
processes.
The
scoping
review
explored:
‘What
does
evidence
say
about
current
emerging
use
AI?’;
‘What
are
potential
benefits
for
RFOs?’
considerations
Methods
A
was
undertaken
with
no
study,
language,
or
field
limits.
Due
rapidly
evolving
field,
searches
were
limited
last
three
years
(2022-2024).
Four
databases
searched
academic
grey
literature
February
2024
(including
13
professional
organisation
websites).
classification
framework
captured
potential,
RFOs.
Results
122
eligible
articles
revealed
that
solutions
could
potentially
benefit
RFOs
processes,
administration,
insights,
operational
management,
strategic
decision-making.
These
ranged
from
algorithms
management
platforms,
frameworks,
guidelines,
business
models.
several
need
be
addressed
before
can
successfully
integrate
(e.g.,
improving
quality,
regulating
ethical
use,
science
training).
Conclusion
While
a
breadth
AI-driven
improve
operations,
decision-making
assess
‘AI
readiness’.
Although
advances
solution
address
accountability,
governance
societal
impact,
landscape.
Background:
IoT
and
Big
Data
are
newer
technologies
that
can
provide
substantial
support
for
healthcare
systems
help
overcome
their
shortcomings.
The
aim
of
this
paper
was
to
analyze
literature
production
descriptively,
thematically,
chronologically
from
an
interdisciplinary
perspective
in
a
holistic
way
identify
the
most
prolific
research
entities
themes.
Methods:
synthetic
knowledge
synthesis
qualitatively
quantitatively
analyzes
through
combination
descriptive
bibliometrics,
bibliometric
mapping
content
analysis.
For
analysis
Scopus
database
used.
Results:
In
database,
2272
publications
were
found,
which
published
between
1985
June
10,
2024.
first
article
field
1985.
Until
2012
steady
increasing,
after
exponential
growth
began,
reached
its
peak
2023.
productive
countries
USA,
India,
China,
United
Kingdom,
South
Korea,
Germany
Italy.
resulted
8
themes
(four
computer
science
four
medicine)
21
thematic
concepts
(eight
13
medicine).
Conclusions:
results
show
have
become
key
preventive
health.
study
outcomes
might
represent
starting
point
further
development
combines
multidisciplinary
aspects
healthcare.
Frontiers in Public Health,
Год журнала:
2025,
Номер
13
Опубликована: Март 20, 2025
Introduction
The
role
of
public
health
has
evolved
from
addressing
infectious
diseases
to
encompass
non-communicable
diseases.
Individuals
with
genetic
disorders
and
rare
constitute
a
particularly
vulnerable
population,
requiring
tailored
policies,
practical
implementation
strategies,
long-term
vision
ensure
sustainable
support.
Given
the
prolonged
duration
significant
costs
often
associated
these
conditions,
comprehensive,
patient-centered,
cost-effective
approaches
are
essential
safeguard
their
physical
mental
well-being.
Aims
To
summarize
definitions
concepts
related
health,
diseases,
highlight
integrating
interventions
into
routine
care
in
improving
patient
outcomes.
Hemophilia
was
selected
as
an
exemplary
disease
due
its
lifetime
treatment
recent
approval
pricing
gene
therapy
world’s
most
expensive
drug,
highlighting
critical
importance
policies
ensuring
equitable
access
treatment.
Methods
A
narrative
literature
review
conducted
between
July
2023
December
2024,
searching
PubMed,
Google
Scholar,
for
various
topics
hemophilia.
Results
Public
can
play
important
outcomes
people
by
implementing
conceptual
applied
models
accomplish
set
objectives.
Over
past
two
decades,
legislative
regulatory
support
high
income
countries
(HICs)
facilitated
development
diagnostics
treatments
several
leading
advancements.
In
contrast,
many
low-
middle-income
(LMICs)
face
obstacles
enacting
legislation,
developing
regulations,
diagnosis
More
investment
innovation
drug
discovery
market
pathways
still
needed
both
LMICs
HICs.
Ensuring
translation
measures,
turn
implementing,
regularly
evaluating
measures
assess
effectiveness
is
crucial.
case
hemophilia,
pivotal
role.
Conclusion
Enhancing
surveillance,
hemophilia
other
bridge
data
gaps,
treatment,
promote
evidence-based
care,
improve
across
socioeconomic
spectrum.
