Revolutionizing Intensive Care: A Machine Learning Based Approach for ICU Patients' In-Hospital Mortality Prediction
G Ali, GMA Al-Kafi, JT Faiza, MI Hoque… - 2024 6th International …, 2024 - ieeexplore.ieee.org
Early prediction of in-hospital mortality in Intensive Care Unit (ICU) patients is crucial for
optimizing resource allocation, informing prognosis discussions, and guiding treat-ment …
optimizing resource allocation, informing prognosis discussions, and guiding treat-ment …
E-CatBoost: An efficient machine learning framework for predicting ICU mortality using the eICU Collaborative Research Database
N Safaei, B Safaei, S Seyedekrami, M Talafidaryani… - Plos one, 2022 - journals.plos.org
Improving the Intensive Care Unit (ICU) management network and building cost-effective
and well-managed healthcare systems are high priorities for healthcare units. Creating …
and well-managed healthcare systems are high priorities for healthcare units. Creating …
A Comparative Machine Learning Modelling Approach for Patients' Mortality Prediction in Hospital Intensive Care Unit
M Aldraimli, N Nazyrova, A Djumanov, I Sobirov… - … on Bioinformatics and …, 2020 - Springer
Mortality prediction in a hospital Intensive Care Unit (ICU) is a challenge that must be
addressed with high precision. Machine Learning (ML) is a powerful tool in predictive …
addressed with high precision. Machine Learning (ML) is a powerful tool in predictive …
Advanced Mortality Prediction in Adult ICU: Introducing a Deep Learning Approach in Healthcare
D Simopoulos, D Kosmidis, S Koutsouki… - … Conference on Artificial …, 2024 - Springer
Accurate mortality prediction in Intensive Care Units (ICUs) is crucial for optimizing patient
care and resource allocation. Traditional prediction models that are essential in guiding …
care and resource allocation. Traditional prediction models that are essential in guiding …
Improving mortality risk prediction with routine clinical data: a practical machine learning model based on eICU patients
S Zhao, G Tang, P Liu, Q Wang, G Li… - International Journal of …, 2023 - Taylor & Francis
Purpose Mortality risk prediction helps clinicians make better decisions in patient healthcare.
However, existing severity scoring systems or algorithms used in intensive care units (ICUs) …
However, existing severity scoring systems or algorithms used in intensive care units (ICUs) …
Mortality prediction of patients in intensive care units using machine learning algorithms based on electronic health records
Improving predictive models for intensive care unit (ICU) inpatients requires a new strategy
that periodically includes the latest clinical data and can be updated to reflect local …
that periodically includes the latest clinical data and can be updated to reflect local …
Feature Selection Methods for ICU Mortality Prediction Model
GN Alemneh, HB Ashagrie, L Kassa - Journal of Computational …, 2024 - 196.189.126.158
The goal of this research is to offer insightful information that can improve Ethiopia's
intensive care unit (ICU) services. There is an increased risk of patients' death in Intensive …
intensive care unit (ICU) services. There is an increased risk of patients' death in Intensive …
A machine learning-based prediction of hospital mortality in mechanically ventilated ICU patients
Background Mechanical ventilation (MV) is vital for critically ill ICU patients but carries
significant mortality risks. This study aims to develop a predictive model to estimate hospital …
significant mortality risks. This study aims to develop a predictive model to estimate hospital …
Artificial Intelligence-Based Models for Prediction of Mortality in ICU Patients: A Scoping Review
O Olang, S Mohseni… - Journal of Intensive …, 2024 - journals.sagepub.com
Background and Objective Healthcare professionals may be able to anticipate more
accurately a patient's timing of death and assess their possibility of recovery by …
accurately a patient's timing of death and assess their possibility of recovery by …
Dual-core mutual learning between scoring systems and clinical features for ICU mortality prediction
Perpetually improving mortality prediction in intensive care units (ICUs) via the
implementation of eHealth evaluation approaches has become a major research hotspot in …
implementation of eHealth evaluation approaches has become a major research hotspot in …