Machine Learning in Pediatric Healthcare: Current Trends, Challenges, and Future Directions
Journal of Clinical Medicine,
Journal Year:
2025,
Volume and Issue:
14(3), P. 807 - 807
Published: Jan. 26, 2025
Background/Objectives:
Artificial
intelligence
(AI)
and
machine
learning
(ML)
are
transforming
healthcare
by
enabling
predictive,
diagnostic,
therapeutic
advancements.
Pediatric
presents
unique
challenges,
including
limited
data
availability,
developmental
variability,
ethical
considerations.
This
narrative
review
explores
the
current
trends,
applications,
future
directions
of
ML
in
pediatric
healthcare.
Methods:
A
systematic
search
PubMed
database
was
conducted
using
query:
(“artificial
intelligence”
OR
“machine
learning”)
AND
(“pediatric”
“paediatric”).
Studies
were
reviewed
to
identify
key
themes,
methodologies,
challenges.
Gaps
research
considerations
also
analyzed
propose
directions.
Results:
has
demonstrated
promise
diagnostic
support,
prognostic
modeling,
planning
for
patients.
Applications
include
early
detection
conditions
like
sepsis,
improved
imaging,
personalized
treatment
strategies
chronic
such
as
epilepsy
Crohn’s
disease.
However,
challenges
limitations,
concerns,
lack
model
generalizability
remain
significant
barriers.
Emerging
techniques,
federated
explainable
AI
(XAI),
offer
potential
solutions.
Despite
these
advancements,
gaps
persist
diversity,
interpretability,
frameworks.
Conclusions:
offers
transformative
addressing
prognostic,
While
advancements
highlight
its
promise,
overcoming
barriers
trustworthiness
is
essential
broader
adoption.
Future
efforts
should
focus
on
enhancing
developing
standardized
guidelines,
improving
transparency
ensure
equitable
effective
implementation
care.
Language: Английский
Artificial Intelligence in Public Health: Bridging Today’s Trends with Tomorrow’s Possibilities
Bioengineering,
Journal Year:
2025,
Volume and Issue:
12(6), P. 559 - 559
Published: May 23, 2025
Driven
by
the
unprecedented
challenges
of
COVID-19
pandemic,
healthcare
sector
has
witnessed
remarkable—and
at
times
sometimes
overwhelming—advancements
in
role
artificial
intelligence
(AI)
[...]
Language: Английский