Predicted Risk of Mortality Models: Surgeons Need to Understand Limitations of the University HealthSystem Consortium Models
- 30 November 2009
- journal article
- research article
- Published by Wolters Kluwer Health in Journal of the American College of Surgeons
- Vol. 209 (5) , 551-556
- https://doi.org/10.1016/j.jamcollsurg.2009.08.008
Abstract
Background The University HealthSystem Consortium (UHC) mortality risk adjustment models are increasingly being used as benchmarks for quality assessment. But these administrative database models may include postoperative complications in their adjustments for preoperative risk. The purpose of this study was to compare the performance of the UHC with the Society of Thoracic Surgeons (STS) risk-adjusted mortality models for adult cardiac surgery and evaluate the contribution of postoperative complications on model performance. Study Design We identified adult cardiac surgery patients with mortality risk estimates in both the UHC and Society of Thoracic Surgeons databases. We compared the predictive performance and calibration of estimates from both models. We then reestimated both models using only patients without any postoperative complications to determine the relative contribution of adjustments for postoperative events on model performance. Results In the study population of 2,171 patients, the UHC model explained more variability (27% versus 13%, p < 0.001) and achieved better discrimination (C statistic = 0.88 versus 0.81, p < 0.001). But when applied in the population of patients without complications, the UHC model performance declined severely. The C statistic decreased from 0.88 to 0.49, a level of discrimination equivalent to random chance. The discrimination of the Society of Thoracic Surgeons model was unchanged (C statistic of 0.79 versus 0.81). Conclusions Although the UHC model demonstrated better performance in the total study population, this difference in performance reflects adjustments for conditions that are postoperative complications. The current UHC models should not be used for quality benchmarks.Keywords
This publication has 15 references indexed in Scilit:
- Comparison of risk adjustment methodologies in surgical quality improvementSurgery, 2008
- Modifying DRG-PPS to Include Only Diagnoses Present on AdmissionMedical Care, 2007
- Does reporting of coronary artery bypass grafting from administrative databases accurately reflect actual clinical outcomes?The Journal of Thoracic and Cardiovascular Surgery, 2005
- Predicting In-Hospital Deaths from Coronary Artery Bypass Graft SurgeryMedical Care, 1998
- Benefits and Hazards of Reporting Medical Outcomes PubliclyNew England Journal of Medicine, 1996
- The Need for Accurate Risk-Adjusted Measures of Outcome in SurgeryAnnals of Surgery, 1995
- Adult Open Heart Surgery in New York StateJAMA, 1990
- Adult open heart surgery in New York State. An analysis of risk factors and hospital mortality ratesJAMA, 1990
- The meaning and use of the area under a receiver operating characteristic (ROC) curve.Radiology, 1982