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RACHS‐ANZ: A Modified Risk Adjustment in Congenital Heart Surgery Model for Outcome Surveillance in Australia and New Zealand
- Source :
- Journal of the American Heart Association: Cardiovascular and Cerebrovascular Disease
- Publication Year :
- 2019
- Publisher :
- John Wiley and Sons Inc., 2019.
-
Abstract
- Background Outcomes for pediatric cardiac surgery are commonly reported from international databases compiled from voluntary data submissions. Surgical outcomes for all children in a country or region are less commonly reported. We aimed to describe the bi‐national population‐based outcome for children undergoing cardiac surgery in Australia and New Zealand and determine whether the Risk Adjustment for Congenital Heart Surgery ( RACHS ) classification could be used to create a model that accurately predicts in‐hospital mortality in this population. Methods and Results The study was conducted in all children's hospitals performing cardiac surgery in Australia and New Zealand between January 2007 and December 2015. The performance of the original RACHS ‐1 model was assessed and compared with an alternative RACHS ‐ ANZ (Australia and New Zealand) model, developed balancing discrimination with parsimonious variable selection. A total of 14 324 hospital admissions were analyzed. The overall hospital mortality was 2.3%, ranging from 0.5% for RACHS category 1 procedures, to 17.0% for RACHS category 5 or 6 procedures. The original RACHS ‐1 model was poorly calibrated with death overpredicted (1161 deaths predicted, 289 deaths observed). The RACHS ‐ ANZ model had better performance in this population with excellent discrimination (Az‐ ROC of 0.830) and acceptable Hosmer and Lemeshow goodness‐of‐fit ( P =0.216). Conclusions The original RACHS ‐1 model overpredicts mortality in children undergoing heart surgery in the current era. The RACHS ‐ ANZ model requires only 3 risk variables in addition to the RACHS procedure category, can be applied to a wider range of patients than RACHS ‐1, and is suitable to use to monitor regional pediatric cardiac surgery outcomes.
- Subjects :
- Heart Defects, Congenital
medicine.medical_specialty
Time Factors
Treatment outcome
Population
Hospital mortality
030204 cardiovascular system & hematology
Pediatrics
Risk Assessment
03 medical and health sciences
0302 clinical medicine
risk model
Risk Factors
Predictive Value of Tests
Procedure Category
Medicine
Humans
030212 general & internal medicine
Hospital Mortality
Registries
Cardiac Surgical Procedures
education
Original Research
Quality Indicators, Health Care
education.field_of_study
Quality and Outcomes
Cardiovascular Surgery
business.industry
Age Factors
Australia
Reproducibility of Results
Risk adjustment
outcome and process assessment
congenital heart disease
Cardiac surgery
Surgery
Benchmarking
pediatric
Outcome and Process Assessment, Health Care
Treatment Outcome
Predictive value of tests
Cardiology and Cardiovascular Medicine
Risk assessment
business
cardiac surgery
Health Services and Outcomes Research
New Zealand
Subjects
Details
- Language :
- English
- ISSN :
- 20479980
- Volume :
- 8
- Issue :
- 9
- Database :
- OpenAIRE
- Journal :
- Journal of the American Heart Association: Cardiovascular and Cerebrovascular Disease
- Accession number :
- edsair.doi.dedup.....ac25d3909c51b38331d76ba74f969358