Dies ist eine Übersichtsseite mit Metadaten zu dieser wissenschaftlichen Arbeit. Der vollständige Artikel ist beim Verlag verfügbar.
Improvement of APACHE II score system for disease severity based on XGBoost algorithm
20
Zitationen
3
Autoren
2021
Jahr
Abstract
As compared to conventional severity scores APACHE II, our XGBoost proposal offers improved performance for predicting hospital mortality in ICUs patients. Furthermore, the TreeSHAP can help to enhance the understanding of our model by providing detailed insights into the impact of different features on the disease risk. In sum, our model could help clinicians determine prognosis and improve patient outcomes.
Ähnliche Arbeiten
Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study
2020 · 29.039 Zit.
The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3)
2016 · 27.247 Zit.
APACHE II
1985 · 13.586 Zit.
Definitions for Sepsis and Organ Failure and Guidelines for the Use of Innovative Therapies in Sepsis
1992 · 13.176 Zit.
The SOFA (Sepsis-related Organ Failure Assessment) score to describe organ dysfunction/failure
1996 · 11.496 Zit.