Prognostic Implications of Machine Learning Algorithm-Supported Diagnostic Classification of Myocardial Injury Using the Fourth Universal Definition of Myocardial Infarction.

Journal: Heart, lung & circulation
PMID: 39947992

Abstract

BACKGROUND: With widespread adoption of high-sensitivity troponin assays, more individuals with myocardial injury are now identified, with type 1 myocardial infarction (T1MI) being less common despite having the most well-established evidence base to inform care. This study assesses the temporal time course of cardiovascular events among various forms of myocardial injury.

Authors

  • Kristina Lambrakis
    Victorian Heart Institute, Monash University, Melbourne, Victoria, Australia; MonashHeart, Monash Health, Melbourne, Victoria, Australia; College of Medicine and Public Health, Flinders University, Adelaide, South, Australia.
  • Ehsan Khan
    College of Medicine and Public Health, Flinders University of South Australia, Adelaide, Australia; Department of Health, SA Health, South Australian, Adelaide, Australia.
  • Zhibin Liao
  • Joey Gerlach
    South Australian Department of Health, Adelaide, SA, Australia; South Australian Health and Medical Research Institute, Adelaide, SA, Australia.
  • Adam J Nelson
    Victorian Heart Institute, Monash University, Melbourne, Vic, Australia; South Australian Department of Health, Adelaide, SA, Australia; Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia.
  • Shaun G Goodman
    Division of Cardiology, St. Michael's Hospital, University of Toronto, Toronto, ON, and Canadian VIGOUR Centre, University of Alberta, Edmonton, AB, Canada.
  • Tom Briffa
    Cardiovascular Epidemiology Research Centre, School of Population and Global Health, The University of Western Australia, Crawley, Western Australia, Australia.
  • Louise Cullen
    Emergency and Trauma Centre, Royal Brisbane and Women's Hospital, Brisbane, Queensland, Australia.
  • Johan Verjans
  • Derek P Chew
    Victorian Heart Institute, Monash University, Melbourne, Victoria, Australia; MonashHeart, Monash Health, Melbourne, Victoria, Australia; College of Medicine and Public Health, Flinders University, Adelaide, South, Australia.

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