AIMC Topic: Simplified Acute Physiology Score

Clear Filters Showing 1 to 6 of 6 articles

Prognostic value of SAPS II score for 28-day mortality in ICU patients with acute pulmonary embolism.

International journal of cardiology Mar 28, 2025
BACKGROUND: Acute pulmonary embolism (APE) is a common and life-threatening emergency in intensive care units (ICUs). Effective risk assessment tools are essential to improve patient outcomes. This study aims to evaluate the association between Simpl...
Intensive Care Units Female Aged Male Humans Prognosis Retrospective Studies Hospital Mortality Acute Disease Pulmonary Embolism Simplified Acute Physiology Score Middle Aged Risk Assessment Cohort Studies
View on PubMed DOI

ICURE: Intensive care unit (ICU) risk evaluation for 30-day mortality. Developing and evaluating a multivariable machine learning prediction model for patients admitted to the general ICU in Sweden.

Acta anaesthesiologica Scandinavica Jul 21, 2024
BACKGROUND: A prediction model that estimates mortality at admission to the intensive care unit (ICU) is of potential benefit to both patients and society. Logistic regression models like Simplified Acute Physiology Score 3 (SAPS 3) and APACHE are th...
Humans Machine Learning Male Aged Middle Aged Aged, 80 and over Intensive Care Units Registries Hospital Mortality Risk Assessment Female Adult Simplified Acute Physiology Score Logistic Models Sweden
View on PubMed DOI

A Racially Unbiased, Machine Learning Approach to Prediction of Mortality: Algorithm Development Study.

JMIR public health and surveillance Oct 22, 2020
BACKGROUND: Racial disparities in health care are well documented in the United States. As machine learning methods become more common in health care settings, it is important to ensure that these methods do not contribute to racial disparities throu...
Humans Machine Learning Male Middle Aged Cohort Studies Electronic Health Records Algorithms Early Warning Score Female Forecasting Simplified Acute Physiology Score Aged Hospital Mortality Retrospective Studies APACHE Adult
View on PubMed DOI

Utilization of Deep Learning for Subphenotype Identification in Sepsis-Associated Acute Kidney Injury.

Clinical journal of the American Society of Nephrology : CJASN Oct 8, 2020
BACKGROUND AND OBJECTIVES: Sepsis-associated AKI is a heterogeneous clinical entity. We aimed to agnostically identify sepsis-associated AKI subphenotypes using deep learning on routinely collected data in electronic health records.
L-Lactate Dehydrogenase Alanine Transaminase Bilirubin Lactic Acid Renal Dialysis United States Creatinine Simplified Acute Physiology Score Glutamyl Aminopeptidase Liver Diseases Blood Urea Nitrogen Leukocyte Count Female Aged Male Deep Learning Sepsis Middle Aged Comorbidity Prognosis Acute Kidney Injury Electronic Health Records Humans Phenotype Databases, Factual
View on PubMed DOI

Dynamic and explainable machine learning prediction of mortality in patients in the intensive care unit: a retrospective study of high-frequency data in electronic patient records.

The Lancet. Digital health Mar 12, 2020
BACKGROUND: Many mortality prediction models have been developed for patients in intensive care units (ICUs); most are based on data available at ICU admission. We investigated whether machine learning methods using analyses of time-series data impro...
Hospital Mortality ROC Curve Area Under Curve Models, Biological Simplified Acute Physiology Score Humans Middle Aged Machine Learning Risk Assessment Data Analysis Cohort Studies Hospitalization Critical Illness Aged Algorithms Intensive Care Units Electronic Health Records Male Prognosis Female Retrospective Studies
View on PubMed DOI

Predicting central line-associated bloodstream infections and mortality using supervised machine learning.

Journal of critical care Feb 21, 2018
PURPOSE: The purpose of this study was to compare machine learning techniques for predicting central line-associated bloodstream infection (CLABSI).
Supervised Machine Learning Risk Assessment Female Humans Florida Central Venous Catheters Male Hospital Mortality Logistic Models Databases, Factual Simplified Acute Physiology Score Catheter-Related Infections Middle Aged Bacteremia Predictive Value of Tests Intensive Care Units
View on PubMed DOI
Popular Topics
Recent Journals