Automated biomedical measurements analysis: Innovative models based on machine learning for predicting laboratory results in nephrology
Expert Systems with Applications,
Год журнала:
2025,
Номер
unknown, С. 126568 - 126568
Опубликована: Янв. 1, 2025
Язык: Английский
Automation and Decision Support in Nephrology: An Expert System Based on AI and ML for the Assessment, Treatment, and Management of Focal Segmental Glomerulosclerosis
Applied Sciences,
Год журнала:
2025,
Номер
15(3), С. 1044 - 1044
Опубликована: Янв. 21, 2025
Focal
segmental
glomerulosclerosis
(FSGS)
presents
significant
challenges
in
diagnosis,
treatment,
and
management
due
to
its
complex
etiology
clinical
variability.
Traditional
approaches
often
rely
on
clinician
judgment
are
prone
inconsistencies.
This
study
introduces
an
advanced
expert
system
integrating
Artificial
Intelligence
(AI)
with
Machine
Learning
(ML)
support
nephrologists
assessing,
treating,
managing
FSGS.
The
proposed
features
a
modular
design
comprising
diagnostic
workflows,
risk
stratification,
treatment
guidance,
outcome
monitoring
modules.
By
leveraging
ML
algorithms
data,
the
offers
personalized,
data-driven
recommendations,
enhancing
decision-making
patient
care.
evaluation
demonstrates
system’s
efficacy
reducing
errors
optimizing
pathways.
These
findings
underscore
potential
of
AI-driven
tools
transforming
nephrology
practice
improving
outcomes
for
FSGS
patients.
Язык: Английский
Novel Systems Based on Artificial Intelligence and Numerical Algorithms for Predicting Laboratory Results: A Comparative Study of Original Automatic Prediction Model with Advances in the Field
Lecture notes in networks and systems,
Год журнала:
2025,
Номер
unknown, С. 113 - 131
Опубликована: Янв. 1, 2025
Язык: Английский
Multithreshold Neural Units for Multiclass Classification
Опубликована: Май 15, 2024
Язык: Английский
Investigation of Elderly Patient Actimetries for Night Sleep/Wake Phases Prediction
2022 8th International Conference on Control, Decision and Information Technologies (CoDIT),
Год журнала:
2024,
Номер
15, С. 2633 - 2638
Опубликована: Июль 1, 2024
Язык: Английский
Improved Architecture and the Synthesis Algorithm for Bithreshold Neural Network Classifier
Опубликована: Окт. 19, 2023
The
model
of
the
3-layer
feed-forward
neural
network
is
introduced
whose
first
hidden
layer
consists
bithreshold
neurons
and
other
layers—of
single-threshold
ones.
proposed
capable
to
recognize
compact
finite
set
patterns
using
a
union
hyperrectangular
decision
regions
in
n-dimensional
space.
We
design
multiclass
classifier
on
base
such
network,
propose
synthesis
algorithm
for
it
estimate
networks
size
as
well
time
computations.
simulation
results
demonstrate
that
application
additional
improves
accuracy
classification.
Язык: Английский