Dynamic risk stratification using Markov chain modelling in patients with chronic heart failure.

Journal: ESC heart failure
Published Date: Jun 23, 2022

Abstract

AIMS: Risk changes with the progression of disease and the impact of treatment. We developed a dynamic risk stratification Markov chain model using artificial intelligence in patients with chronic heart failure (CHF).

Authors

  • Syed Kazmi
    Department of Academic Cardiology, Hull University Teaching Hospital NHS Trust, Hull, UK.
  • Chandrasekhar Kambhampati
    Department of Computer Science and Technology, University of Hull, Hull, UK.
  • John G F Cleland
    Robertson Centre for Biostatistics, Institute of Health and Wellbeing, University of Glasgow, Glasgow, United Kingdom; National Heart & Lung Institute, Imperial College, London. Electronic address: john.cleland@glasgow.ac.uk.
  • Joe Cuthbert
    Department of Academic Cardiology, Hull University Teaching Hospital NHS Trust, Hull, UK.
  • Khurram Shehzad Kazmi
    Department of General Medicine, Ghurki Trust Teaching Hospital, Lahore, Pakistan.
  • Pierpaolo Pellicori
    Robertson Centre for Biostatistics and Clinical Trials, University of Glasgow, Glasgow, UK.
  • Alan S Rigby
    Hull York Medical School, University of Hull, Hull, UK.
  • Andrew L Clark
    Department of Academic Cardiology, Hull University Teaching Hospital NHS Trust, Hull, UK.

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