Composite socio-environmental risk score for cardiovascular assessment: An explainable machine learning approach.

Journal: American journal of preventive cardiology
Published Date:

Abstract

BACKGROUND: Cardiovascular disease (CVD) is the leading global cause of death, with socio-environmental factors significantly influencing morbidity and mortality. Understanding these factors is essential for improving risk assessments and interventions.

Authors

  • Zhuo Chen
    State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China. Electronic address: gychenzhuo@aliyun.com.
  • Jean-Eudes Dazard
    Harrington Heart and Vascular Institute, University Hospitals, 11100 Euclid Ave, Cleveland, OH 44106, USA.
  • Pedro Rafael Vieira de Oliveira Salerno
    Herman K Hellerstein Professor of Cardiovascular Research, Director, Cardiovascular Research Institute, Harrington Heart and Vascular Institute, University Hospitals, and School of Medicine, Case Western Reserve University, 11100 Euclid Ave, Cleveland, OH 44106, United States.
  • Santosh Kumar Sirasapalli
    Herman K Hellerstein Professor of Cardiovascular Research, Director, Cardiovascular Research Institute, Harrington Heart and Vascular Institute, University Hospitals, and School of Medicine, Case Western Reserve University, 11100 Euclid Ave, Cleveland, OH 44106, United States.
  • Mohamed He Makhlouf
    Herman K Hellerstein Professor of Cardiovascular Research, Director, Cardiovascular Research Institute, Harrington Heart and Vascular Institute, University Hospitals, and School of Medicine, Case Western Reserve University, 11100 Euclid Ave, Cleveland, OH 44106, United States.
  • Sanjay Rajagopalan
    Department of Radiology, University Hospitals Cleveland Medical Center, Cleveland, Ohio, USA.
  • Sadeer Al-Kindi
    Division of Cardiology, Department of Medicine (S.A.-K., F.N., G.F.A., M.A.C., D.I.S., M.S.A., J.A.M., S.G.T.), Case Western Reserve University, Harrington Heart and Vascular Institute, and University Hospitals Cleveland Medical Center, OH.

Keywords

No keywords available for this article.