Running title: Cardiogenic Shock & Machine Learning

Rene Aleman MD¹Sinal Patel MD¹

Jose Sleiman MD²

Jose Navia MD¹

Cedric Sheffield MD¹

Nicolas A. Brozzi MD, FACC¹

¹ Heart, Vascular & Thoracic Institute.²Department of Cardiology.

Cleveland Clinic Florida

Corresponding Author

Nicolas A. Brozzi MD, FACC

Cardiothoracic Surgeon Surgical Director, Mechanical Circulatory Support Program Director of Cardiovascular Research

Heart, Vascular & Thoracic Institute

Cleveland Clinic Florida

2950 Cleveland Clinic Blvd, Weston FL 33331

BROZZIN@CCF.ORG

+1 (954) 405-4851

Authors contact emails :

ALEMANR2@CCF.ORG

PATELS51@CCF.ORG

SLEIMAJ2@CCF.ORG NAVIAJ@CCF.ORG SHEFFIC@CCF.ORG BROZZIN@CCF.ORG