Mortality Risk Score for Critically Ill Patients with Viral or Unspecified Pneumonia: Assisting Clinicians with COVID-19 ECMO Planning
18th International Conference on Artificial Intelligence in Medicine, AIME 2020
; 12299 LNAI:336-347, 2020.
Article
in English
| Scopus | ID: covidwho-878846
ABSTRACT
Respiratory complications due to coronavirus have claimed hundreds of thousands of lives in 2020. Extracorporeal membrane oxygenation (ECMO) is a life-sustaining oxygenation and ventilation therapy that may be used when mechanical ventilation is insufficient. While early planning and surgical cannulation for ECMO can increase survival, clinicians report the lack of a risk score hinders these efforts. We develop the PEER score to highlight critically ill patients with viral or unspecified pneumonia at high risk of mortality in a subpopulation eligible for ECMO. The score is validated across two critical care datasets, and predicts mortality at least as well as other existing risk scores. © 2020, Springer Nature Switzerland AG.
Full text:
Available
Collection:
Databases of international organizations
Database:
Scopus
Type of study:
Prognostic study
Language:
English
Journal:
18th International Conference on Artificial Intelligence in Medicine, AIME 2020
Year:
2020
Document Type:
Article
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