The comparison of selected machine learning techniques and correlation matrix in ICU mortality risk prediction

The comparison of selected machine learning techniques and correlation matrix in ICU mortality risk prediction

Introduction: Identifying and analyzing mortality risk factors will lead to more accurate planning and prevention in health platforms. This research provides models for predicting mortality in the intensive care unit with machine-learning techniques. Method: We extracted data from 1400 patients'...

Full description

Bibliographic Details
Main Authors:	Parnian Asgari, Mir Mohammad Miri, Fahimeh Asgari
Format:	Article
Language:	English
Published:	Elsevier 2022-01-01
Series:	Informatics in Medicine Unlocked
Subjects:	Mortality Data mining Machine learning Intensive care unit Predictive model
Online Access:	http://www.sciencedirect.com/science/article/pii/S2352914822001381

Similar Items

Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study
by: Jie Weng, et al.
Published: (2021-07-01)

Development and validation of a nomogram for predicting in-hospital mortality in ICU patients with infective endocarditis
by: Dongyang Che, et al.
Published: (2024-03-01)

Comparison of APACHE Scoring Systems in Predicting Mortality in ICU: a Systematic Review and Meta-Analysis
by: Saeed Khorramnia, et al.
Published: (2020-11-01)

Prediction of mortality in patients admitted to intensive care units, A comparison of three data mining techniques: a brief report.
by: Zahra Mohammadi Taghiabad, et al.
Published: (2021-10-01)

Sepsis at ICU Admission Increases the ICU Mortality Rates Among Very Long ICU Stay Patients: A Secondary Analysis
by: Farshid Rahimibashar, et al.
Published: (2020-12-01)

Validation of the APACHE IV Score for ICU Mortality Prediction in Dr. Sardjito Hospital During the Pandemic Era
by: Rayhandika, et al.
Published: (2023-07-01)

Machine Learning for Early Prediction of Sepsis in Intensive Care Unit (ICU) Patients
by: Abdullah Alanazi, et al.
Published: (2023-07-01)

Feature Engineering for ICU Mortality Prediction Based on Hourly to Bi-Hourly Measurements
by: Ahmed Y. A. Amer, et al.
Published: (2019-08-01)

Development and validation of a novel blending machine learning model for hospital mortality prediction in ICU patients with Sepsis
by: Zhixuan Zeng, et al.
Published: (2021-08-01)

Development and Internal Validation of a Nomogram to Predict Mortality During the ICU Stay of Thoracic Fracture Patients Without Neurological Compromise: An Analysis of the MIMIC-III Clinical Database
by: Haosheng Wang, et al.
Published: (2021-12-01)

Acinetobacter baumannii in ICU patients: A prospective study highlighting their incidence, antibiotic sensitivity pattern and impact on ICU stay and mortality
by: Ashraf E. Sileem, et al.
Published: (2017-10-01)

A Retrospective Cohort Study: Predicting 90-Day Mortality for ICU Trauma Patients with a Machine Learning Algorithm Using XGBoost Using MIMIC-III Database
by: Yang S, et al.
Published: (2023-09-01)

Effect of preadmission glucocorticoid therapy on 30-day mortality in critically ill patients: a retrospective study of a mixed ICU population in a tertiary hospital
by: Tak Kyu Oh, et al.
Published: (2019-01-01)

The effects of anesthesiologist residency on mortality of patients in ICU in Imam Khomeini teaching hospital of Mazandaran Medical University, Sari (2000 – 2004)
by: B. Mohseni Saravi, et al.
Published: (2006-01-01)

Predicting Mortality of COVID-19 Patients based on Data Mining Techniques
by: khadijeh Moulaei, et al.
Published: (2021-10-01)

Prediction of long-term mortality in patients with ischemic stroke based on clinical characteristics on the first day of ICU admission: An easy-to-use nomogram
by: Guangyong Jin, et al.
Published: (2023-04-01)

icuARM-An ICU Clinical Decision Support System Using Association Rule Mining
by: Chih-Wen Cheng, et al.
Published: (2013-01-01)

Clinical features and 28-day mortality predictors of vaccinated patients admitted to a COVID-19 ICU hub in Italy
by: Claudia Stella, et al.
Published: (2023-11-01)

Predictors of mortality in the neonatal intensive care unit of El-Galaa Teaching Hospital
by: Michael W G. Hany
Published: (2021-01-01)

Assessment of neonatal mortality in the Neonatal Intensive Care Unit in Sabzevar City for the period of 2006–2013
by: Bibi Leila Hoseini, et al.
Published: (2015-11-01)

The Precision of Mortality Prediction by a Novel Checklist (M score) Compared with Well-Known Scoring Systems in Non-trauma Patients in Intensive Care Unit
by: Hosein Mahjobipoor, et al.
Published: (2019-07-01)

Variables associated to intensive care unit (ICU)-mortality among patients admitted to surgical intensive care unit in Ethiopia: a retrospective observational study
by: Misgan Mulatie Zewudie, et al.
Published: (2023-08-01)

Predicting ICU Mortality in Rheumatic Heart Disease: Comparison of XGBoost and Logistic Regression
by: Yixian Xu, et al.
Published: (2022-02-01)

Improving Mortality Risk Prediction with Routine Clinical Data: A Practical Machine Learning Model Based on eICU Patients
by: Zhao S, et al.
Published: (2023-07-01)

Predicting the Mortality of ICU Patients by Topic Model with Machine-Learning Techniques
by: Chih-Chou Chiu, et al.
Published: (2022-06-01)

Machine learning algorithms assist early evaluation of enteral nutrition in ICU patients
by: Ya-Xi Wang, et al.
Published: (2023-04-01)

Correlation of vitamin D deficiency with mortality in critically ill patients admitted to the intensive care unit.
by: Vidit Maheshkumar Joshi, et al.
Published: (2024-03-01)

Application of Neuromuscular Blockers in Patients with ARDS in ICU: A Retrospective Study Based on the MIMIC-III Database
by: Xiaojun Pan, et al.
Published: (2023-02-01)

Development of a new score for early mortality prediction in trauma ICU patients: RETRASCORE
by: Luis Serviá, et al.
Published: (2021-12-01)

Association between in-ICU red blood cells transfusion and 1-year mortality in ICU survivors
by: Alice Blet, et al.
Published: (2022-10-01)

A selected review of the mortality rates of neonatal intensive care units
by: Selina eChow, et al.
Published: (2015-10-01)

Correlation between stable hyperglycemia and mortality in children admitted to the pediatric intensive care unit of Imam Hossein Hospital
by: Mohsen Reisi, et al.
Published: (2021-01-01)

Usefulness of lactate to albumin ratio for predicting in-hospital mortality in atrial fibrillation patients admitted to the intensive care unit: a retrospective analysis from MIMIC-IV database
by: Ting Huang, et al.
Published: (2024-03-01)

Explainable machine learning prediction of ICU mortality
by: Alvin Har Teck Chia, et al.
Published: (2021-01-01)

P. aeruginosa colonization at ICU admission as a risk factor for developing P. aeruginosa ICU pneumonia
by: Fleur P. Paling, et al.
Published: (2017-04-01)

The criticality Index-mortality: A dynamic machine learning prediction algorithm for mortality prediction in children cared for in an ICU
by: Anita K Patel, et al.
Published: (2022-12-01)

Risk Factor Analysis and Nomogram for Predicting In-Hospital Mortality in ICU Patients with Heat Stroke: A National Multicenter Study
by: Wang L, et al.
Published: (2023-10-01)

U-Shaped Association Between Blood Pressure and Mortality Risk in ICU Patients With Atrial Fibrillation: The MIMIC-III Database
by: Ying Shao, et al.
Published: (2022-06-01)

Non-invasive predictors of ICU admission and mortality in initially asymptomatic COVID-19 patients
by: Riham Hazem Raafat, et al.
Published: (2022-10-01)

Risk Factors for 28-Day Mortality in a Surgical ICU: A Retrospective Analysis of 347 Cases
by: Zhang Y, et al.
Published: (2021-04-01)