Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2020 Dec 10;24(1):689.
doi: 10.1186/s13054-020-03403-6.

Machine learning to predict hemorrhage and thrombosis during extracorporeal membrane oxygenation

Adeel Abbasi  1 , Yasmin Karasu  2 , Cindy Li  2 , Neel R Sodha  3 , Carsten Eickhoff  4   5 , Corey E Ventetuolo  6   7
Affiliations

Machine learning to predict hemorrhage and thrombosis during extracorporeal membrane oxygenation

Adeel Abbasi et al. Crit Care. .
No abstract available

PubMed Disclaimer

Conflict of interest statement

Dr. Ventetuolo reports serving as a prior consultant for Acceleron Pharma and Maquet Cardiovascular and grants to her institution from United Therapeutics and Eiger for the conduct of research and a clinical trial, respectively. The remaining authors have no competing interests to disclose.

Figures

Fig. 1
Fig. 1
Performance of machine learning models. DT decision trees, kNN k-nearest neighbor, LR logistic regression, RF random forest, RFE recursive feature elimination
See this image and copyright information in PMC

References

    1. Combes A, Hajage D, Capellier G, Demoule A, Lavoue S, Guervilly C, et al. Extracorporeal membrane oxygenation for severe acute respiratory distress syndrome. N Engl J Med. 2018;378(21):1965–1975. doi: 10.1056/NEJMoa1800385. - DOI - PubMed
    1. Annich GM. Extracorporeal life support: the precarious balance of hemostasis. J Thromb Haemost. 2015;13 Suppl 1:S336–S342. doi: 10.1111/jth.12963. - DOI - PubMed
    1. Chu DC, Abu-Samra AG, Baird GL, Devers C, Sweeney J, Levy MM, et al. Quantitative measurement of heparin in comparison with conventional anticoagulation monitoring and the risk of thrombotic events in adults on extracorporeal membrane oxygenation. Intensive Care Med. 2015;41(2):369–370. doi: 10.1007/s00134-014-3574-3. - DOI - PMC - PubMed
    1. Molinaro AM, Simon R, Pfeiffer RM. Prediction error estimation: a comparison of resampling methods. Bioinformatics. 2005;21(15):3301–3307. doi: 10.1093/bioinformatics/bti499. - DOI - PubMed
    1. Fawcett C, Hoos HH. Analysing differences between algorithm configurations through ablation. J Heuristics. 2013;22:431–458. doi: 10.1007/s10732-014-9275-9. - DOI

Publication types

MeSH terms