Search Results - "van der Grinten, Maureen L."
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Identifying and characterizing high-risk clusters in a heterogeneous ICU population with deep embedded clustering
Published in Scientific reports (08-06-2021)“…Critically ill patients constitute a highly heterogeneous population, with seemingly distinct patients having similar outcomes, and patients with the same…”
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Ensemble machine learning prediction and variable importance analysis of 5-year mortality after cardiac valve and CABG operations
Published in Scientific reports (10-02-2021)“…Despite having a similar post-operative complication profile, cardiac valve operations are associated with a higher mortality rate compared to coronary artery…”
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Journal Article -
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Comparison of Machine Learning Models Including Preoperative, Intraoperative, and Postoperative Data and Mortality After Cardiac Surgery
Published in JAMA network open (26-10-2022)“…Importance A variety of perioperative risk factors are associated with postoperative mortality risk. However, the relative contribution of routinely collected…”
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Journal Article