Retrospective Evaluation of Bayesian Risk Models of LVAD Mortality at a Single Implant Center
Posted on 2018-10-02 - 06:37
Use of a left ventricular assist device (LVAD) can benefit patients with end stage heart failure, but only with careful patient selection. In this study, previously derived Bayesian network models for predicting LVAD patient mortality at 1, 3, and 12 months post-implant were evaluated on retrospective data from a single implant center. The models performed well at all three time points, with a receiver operating characteristic area under the curve (ROC AUC) of 78, 76, and 75%, respectively. This evaluation of model performance verifies the utility of these models in “real life” scenarios at an individual institution.
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Lohmueller, Lisa C.; Kanwar, Manreet K.; Bailey, Stephen; Murali, Srinivas; F. Antaki, James (2018). Retrospective Evaluation of Bayesian Risk Models of LVAD Mortality at a Single Implant Center. Frontiers. Collection. https://doi.org/10.3389/fmed.2018.00277
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REFERENCES
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AUTHORS (5)
LL
Lisa C. Lohmueller
MK
Manreet K. Kanwar
SB
Stephen Bailey
SM
Srinivas Murali
JF
James F. Antaki
CATEGORIES
- Radiology and Organ Imaging
- Foetal Development and Medicine
- Obstetrics and Gynaecology
- Medical Genetics (excl. Cancer Genetics)
- Medical and Health Sciences not elsewhere classified
- Dermatology
- Emergency Medicine
- Gastroenterology and Hepatology
- Geriatrics and Gerontology
- Intensive Care
- Primary Health Care
- Nephrology and Urology
- Nuclear Medicine
- Orthopaedics
- Otorhinolaryngology
- Pathology (excl. Oral Pathology)
- Family Care