Machine Learning-Based Phenotypes Combined with Comorbidity Burden in Cardiogenic Shock.

Publication Title

European journal of heart failure : journal of the Working Group on Heart Failure of the European Society of Cardiology

Authors

• Jonas Sundermeyer
• Elric Zweck
• Song Li
• Van-Khue Ton
• Rachna Kataria
• Manreet K Kanwar
• Jaime Hernandez-Montfort
• Shashank S Sinha
• Christian Said
• A Reshad Garan
• Peter S Natov
• Jacob Abraham, Center for Cardiovascular Analytics, Research, & Data Science (CARDS), Providence St. Joseph Research Network, Portland, USA.Follow
• Paavni Sangal
• Kevin J John
• Daniel Burkhoff
• Navin K Kapur

Document Type

Article

Publication Date

4-1-2026

Keywords

cardiogenic shock; comorbidities; machine learning; phenotypes.; oregon; cards; cards publication; machine learning; artificial intelligence

Area of Special Interest

Cardiovascular (Heart)

Specialty/Research Institute

Cardiology

DOI

10.1093/ejhf/xuag108