Search results for: AORTOCORONARY DISSECTION

• Catheter-induced coronary artery and aortic dissections. A study of the mechanisms, risk factors, and propagation causes

  Publication

  • J. Klaudel
  • M. Glaza
  • B. Klaudel
  • W. Trenkner
  • K. Pawłowski
  • M. Szołkiewicz

  - Cardiology Journal - Year 2022

  Background: Only the incidence, management, and prognosis of catheter-induced coronary artery and aortic dissections have been systematically studied until now. We sought to evaluate their mechanisms, risk factors, and propagation causes. Methods: Electronic databases containing 76,104 procedures and complication registries from 2000– –2020 were searched and relevant cineangiographic studies adjudicated. Results: Ninety-six dissections...

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• Forewarned Is Forearmed: Machine Learning Algorithms for the Prediction of Catheter-Induced Coronary and Aortic Injuries

  Publication

  • B. Klaudel
  • J. Klaudel

  - International Journal of Environmental Research and Public Health - Year 2022

  Catheter-induced dissections (CID) of coronary arteries and/or the aorta are among the most dangerous complications of percutaneous coronary procedures, yet the data on their risk factors are anecdotal. Logistic regression and five more advanced machine learning techniques were applied to determine the most significant predictors of dissection. Model performance comparison and feature importance ranking were evaluated. We identified...

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