Utilization of artificial intelligence in the management of cardiovascular diseases: Promise versus reality.

Journal: Kardiologia polska
Published Date: Jan 15, 2026

Abstract

Artificial intelligence (AI) can detect subtle patterns in data and therefore has the potential to improve patient care. This promise has inspired the development of numerous AI algorithms intended for use in cardiovascular medicine. The rapid evolution of AI technology has made it difficult for clinicians to critically evaluate AI-based clinical decision support tools. This review provides an overview of modern AI models and how they compare with traditional machine learning approaches. Also discussed are metrics for evaluating AI model performance and kay AI limitations, notably bias, generalizability, and lack of explainability.

Authors

  • Sebastian E Beyer
    Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, Massachusetts, United States.
  • Paweł T Matusik
    Department of Electrocardiology, Institute of Cardiology, Jagiellonian University Medical College, Kraków, Poland.
  • Leon M Ptaszek
    Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, Massachusetts, United States. [email protected].

Keywords

No keywords available for this article.

External Resources

Popular Topics
Recent Journals