Bioengineering,
Journal Year:
2024,
Volume and Issue:
11(5), P. 483 - 483
Published: May 12, 2024
This
study
aims
to
explore
how
artificial
intelligence
can
help
ease
the
burden
on
caregivers,
filling
a
gap
in
current
research
and
healthcare
practices
due
growing
challenge
of
an
aging
population
increased
reliance
informal
caregivers.
We
conducted
search
with
Google
Scholar,
PubMed,
Scopus,
IEEE
Xplore,
Web
Science,
focusing
AI
caregiving.
Our
inclusion
criteria
were
studies
where
supports
excluding
those
solely
for
data
collection.
Adhering
PRISMA
2020
guidelines,
we
eliminated
duplicates
screened
relevance.
From
947
initially
identified
articles,
10
met
our
criteria,
AI’s
role
aiding
These
studies,
between
2012
2023,
globally
distributed,
80%
employing
machine
learning.
Validation
methods
varied,
Hold-Out
being
most
frequent.
Metrics
across
revealed
accuracies
ranging
from
71.60%
99.33%.
Specific
methods,
like
SCUT
conjunction
NNs
LibSVM,
showcased
accuracy
93.42%
95.36%
as
well
F-measures
spanning
93.30%
95.41%.
AUC
values
indicated
model
performance
variability,
0.50
0.85
select
models.
review
highlights
showing
promising
results
despite
different
approaches.
tools
provide
smart,
adaptive
support,
improving
caregivers’
effectiveness
well-being.
UNSTRUCTURED
This
viewpoint
explores
the
transformative
potential
of
integrating
health
monitoring
between
humans
and
pets
through
wearable
technology,
underscoring
interconnected
nature
human-pet
health.
Wearable
technologies
mark
a
transition
in
healthcare
evolution,
from
paternalistic
(Healthcare
1.0)
to
reactive
2.0),
proactive
3.0),
data-integrated
care
4.0).
The
next
stage,
Healthcare
5.0,
envisions
seamless
integration
human
pet
data,
fostering
more
holistic
approach
disease
prevention
management.
paper
examines
parallel
evolution
monitoring,
assessing
current
their
enhance
both
fields.
We
structure
our
discussion
around
five
key
themes:
(i)
managing
chronic
conditions,
(ii)
physical
activity,
(iii)
behavioral
mental
health,
(iv)
early
detection,
(v)
clinical
applications.
not
only
improve
management
but
also
enable
detection
zoonotic
emerging
diseases,
contributing
public
strategies.
Additionally,
we
highlight
reusability
devices
for
pets,
which
can
reduce
costs
accelerate
implementation.
symbiotic
fosters
mutual
benefits.
necessity
an
integrated,
linked
platform
is
emphasized,
as
it
enables
real-time
data
analysis
insights,
ultimately
leading
better
diagnostic
accuracy,
optimized
treatment
plans,
enhanced
quality
life
pets.
By
repurposing
advancing
contribute
collection,
patient-centered
care,
predictive
analytics,
preventive
healthcare—ultimately
accelerating
realization
5.0.
Advances in systems analysis, software engineering, and high performance computing book series,
Journal Year:
2025,
Volume and Issue:
unknown, P. 81 - 124
Published: Feb. 7, 2025
The
healthcare
industry
faces
the
challenge
of
balancing
technological
advancements
with
environmental
sustainability.
Emerging
tools
like
digital
twins
and
metaverse
hold
promise
for
sustainable
but
remain
underutilized.
Digital
replicate
health
data,
while
technologies
(AR/VR)
create
interactive
virtual
environments,
supporting
eco-conscious
practices.
This
study
emphasizes
energy-efficient
designs
algorithms
to
reduce
impact,
human
intervention,
resource
use.
Balancing
innovation
data
protection
protocols,
including
encryption
decentralized
storage,
is
essential.
Eco-friendly
production,
ethical
sourcing,
recycling
further
carbon
footprint.
User-friendly
interfaces,
accessibility
features,
localized
content
can
bridge
gaps.
For
example,
professionals
could
enable
rounds,
improving
efficiency
reducing
physical
travel.
These
advancements,
integrated
existing
systems,
enhance
sustainability
minimizing
impact.
Micromachines,
Journal Year:
2025,
Volume and Issue:
16(5), P. 522 - 522
Published: April 28, 2025
Wearable
and
implantable
BioMEMSs
(biomedical
microelectromechanical
systems)
have
transformed
modern
healthcare
by
enabling
continuous,
personalized,
minimally
invasive
monitoring,
diagnostics,
therapy.
advanced
rapidly,
encompassing
a
diverse
range
of
biosensors,
bioelectronic
systems,
drug
delivery
platforms,
motion
tracking
technologies.
These
devices
enable
non-invasive,
real-time
monitoring
biochemical,
electrophysiological,
biomechanical
signals,
offering
personalized
proactive
solutions.
In
parallel,
BioMEMS
significantly
enhanced
long-term
targeted
delivery,
neurostimulation.
From
continuous
glucose
intraocular
pressure
to
programmable
bioelectric
implants
for
neuromodulation,
these
are
improving
precision
treatment
localized
This
review
explores
the
materials
technologies
driving
advancements
in
wearable
BioMEMSs,
focusing
on
their
impact
chronic
disease
management,
cardiology,
respiratory
care,
glaucoma
treatment.
We
also
highlight
integration
with
artificial
intelligence
(AI)
Internet
Things
(IoT),
paving
way
smarter,
data-driven
Despite
potential,
face
challenges
such
as
regulatory
complexities,
global
standardization,
societal
determinants.
Looking
ahead,
we
explore
emerging
directions
like
multifunctional
biodegradable
power
sources,
next-generation
point-of-care
diagnostics.
Collectively,
position
pivotal
enablers
future
patient-centric
systems.
