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Mortality predictions in the intensive care unit: comparing physicians with scoring systems.
Tasnim Sinuff1, Neill K J Adhikari, Deborah J Cook
1Department of Critical Care Medicine, Sunnybrook and Women's College Health Sciences Centre, Toronto, Ontario, Canada.
Critical Care Medicine
|March 1, 2006
Summary
Intensive care unit (ICU) physicians more accurately predict patient mortality than do scoring systems. However, the overall accuracy of both prediction methods in the first 24 hours of ICU admission is moderate.
Area of Science:
- Critical Care Medicine
- Medical Informatics
- Health Outcomes Research
Background:
- Risk-prediction models are increasingly used in intensive care units (ICUs).
- Physician predictions are a common method for assessing patient outcomes.
- Comparing the accuracy of these two methods is crucial for clinical decision-making.
Purpose of the Study:
- To systematically review and compare the accuracy of intensive care unit (ICU) physicians' predictions versus objective scoring systems in predicting mortality for critically ill adults.
- To evaluate the diagnostic performance of physician and scoring system predictions.
Main Methods:
- A systematic review of 12 observational studies comparing physician predictions to scoring systems for ICU or hospital mortality.
- Data abstraction and quality assessment were performed independently and in duplicate.
- Summary receiver operating characteristic curves and diagnostic odds ratios were calculated.
Main Results:
- Physician predictions demonstrated significantly higher accuracy (Area Under the Curve [AUC] = 0.85 ± 0.03) compared to scoring systems (AUC = 0.63 ± 0.06, p=.002).
- Physicians' diagnostic odds ratios (12.43) were significantly higher than those for scoring systems (2.25, p=.001).
- Overall, physicians were found to predict mortality more accurately than scoring systems (ratio of diagnostic odds ratios = 1.92, p=.007).
Conclusions:
- Intensive care unit (ICU) physicians show superior ability in discriminating between survivors and non-survivors within the first 24 hours of admission compared to scoring systems.
- The moderate overall accuracy of both prediction methods suggests limited utility for clinical decision-making in the initial 24 hours of ICU care.