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Mortality prediction by SOFA score in ICU-patients after cardiac surgery; comparison with traditional prognostic–models
by
Bakhshi-Raiez, Ferishta
, van Dissel, Jaap T.
, de Jonge, Evert
, de Keizer, Nicolette
, Schoe, Abraham
in
Analysis
/ Anesthesiology
/ Calibration
/ Cardiac surgery
/ Confidence intervals
/ Critical care
/ Critical Care Medicine
/ Emergency Medicine
/ Heart surgery
/ Hospital patients
/ Hospitals
/ ICU mortality
/ ICU-scoring systems
/ Intensive
/ Intensive care
/ Internal Medicine
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Mortality
/ Mortality discrimination
/ Patient outcomes
/ Patients
/ Physiology
/ Power (Philosophy)
/ Prognosis
/ Renal replacement therapy
/ Research Article
/ Sepsis
/ SOFA score
/ Variables
/ Ventilators
2020
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Mortality prediction by SOFA score in ICU-patients after cardiac surgery; comparison with traditional prognostic–models
by
Bakhshi-Raiez, Ferishta
, van Dissel, Jaap T.
, de Jonge, Evert
, de Keizer, Nicolette
, Schoe, Abraham
in
Analysis
/ Anesthesiology
/ Calibration
/ Cardiac surgery
/ Confidence intervals
/ Critical care
/ Critical Care Medicine
/ Emergency Medicine
/ Heart surgery
/ Hospital patients
/ Hospitals
/ ICU mortality
/ ICU-scoring systems
/ Intensive
/ Intensive care
/ Internal Medicine
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Mortality
/ Mortality discrimination
/ Patient outcomes
/ Patients
/ Physiology
/ Power (Philosophy)
/ Prognosis
/ Renal replacement therapy
/ Research Article
/ Sepsis
/ SOFA score
/ Variables
/ Ventilators
2020
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Mortality prediction by SOFA score in ICU-patients after cardiac surgery; comparison with traditional prognostic–models
by
Bakhshi-Raiez, Ferishta
, van Dissel, Jaap T.
, de Jonge, Evert
, de Keizer, Nicolette
, Schoe, Abraham
in
Analysis
/ Anesthesiology
/ Calibration
/ Cardiac surgery
/ Confidence intervals
/ Critical care
/ Critical Care Medicine
/ Emergency Medicine
/ Heart surgery
/ Hospital patients
/ Hospitals
/ ICU mortality
/ ICU-scoring systems
/ Intensive
/ Intensive care
/ Internal Medicine
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Mortality
/ Mortality discrimination
/ Patient outcomes
/ Patients
/ Physiology
/ Power (Philosophy)
/ Prognosis
/ Renal replacement therapy
/ Research Article
/ Sepsis
/ SOFA score
/ Variables
/ Ventilators
2020
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Mortality prediction by SOFA score in ICU-patients after cardiac surgery; comparison with traditional prognostic–models
Journal Article
Mortality prediction by SOFA score in ICU-patients after cardiac surgery; comparison with traditional prognostic–models
2020
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Overview
Background
There are many prognostic models and scoring systems in use to predict mortality in ICU patients. The only general ICU scoring system developed and validated for patients after cardiac surgery is the APACHE-IV model. This is, however, a labor-intensive scoring system requiring a lot of data and could therefore be prone to error. The SOFA score on the other hand is a simpler system, has been widely used in ICUs and could be a good alternative.
The goal of the study was to compare the SOFA score with the APACHE-IV and other ICU prediction models.
Methods
We investigated, in a large cohort of cardiac surgery patients admitted to Dutch ICUs, how well the SOFA score from the first 24 h after admission, predict hospital and ICU mortality in comparison with other recalibrated general ICU scoring systems. Measures of discrimination, accuracy, and calibration (area under the receiver operating characteristic curve (AUC), Brier score, R
2
, and Ĉ-statistic) were calculated using bootstrapping. The cohort consisted of 36,632 Patients from the Dutch National Intensive Care Evaluation (NICE) registry having had a cardiac surgery procedure for which ICU admission was necessary between January 1st, 2006 and June 31st, 2018.
Results
Discrimination of the SOFA-, APACHE-IV-, APACHE-II-, SAPS-II-, MPM
24
-II - models to predict hospital mortality was good with an AUC of respectively: 0.809, 0.851, 0.830, 0.850, 0.801. Discrimination of the SOFA-, APACHE-IV-, APACHE-II-, SAPS-II-, MPM
24
-II - models to predict ICU mortality was slightly better with AUCs of respectively: 0.809, 0.906, 0.892, 0.919, 0.862. Calibration of the models was generally poor.
Conclusion
Although the SOFA score had a good discriminatory power for hospital- and ICU mortality the discriminatory power of the APACHE-IV and SAPS-II was better. The SOFA score should not be preferred as mortality prediction model above traditional prognostic ICU-models.
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