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Predicting Costs Exceeding Bundled Payment Targets for Total Joint Arthroplasty
Sean P Ryan1, Daniel E Goltz1, Claire B Howell1
1Department of Orthopaedics, Duke University Hospital, Durham, NC.
The Journal of Arthroplasty
|December 7, 2018
Summary
Predicting excess costs in total joint arthroplasty (TJA) is crucial for bundled payment models. A new model using patient demographics and comorbidities can identify patients likely to exceed cost targets preoperatively.
Area of Science:
- Orthopedic Surgery
- Health Economics
- Predictive Analytics
Background:
- Bundled reimbursement models for total joint arthroplasty (TJA) set target prices for procedures.
- Currently, no tools exist to preoperatively predict patients who may exceed these cost targets.
- Identifying high-cost patients preoperatively is essential for managing bundled payments.
Purpose of the Study:
- To develop and validate a predictive model for excess cost-of-care in TJA.
- To identify demographic and comorbidity factors associated with exceeding TJA cost targets.
- To inform preoperative optimization and modification of bundled payment models.
Main Methods:
- Retrospective analysis of 2,084 primary unilateral TJAs at a single tertiary center.
- Development of a predictive model using 30 comorbidities and 7 demographic factors.
- Creation of a multivariable model and nomogram for visualizing excess cost probability.
Main Results:
- 29% of patients exceeded the target cost price.
- The predictive model showed adequate discrimination (AUC: 0.747).
- Key predictors included age, gender, marital status, ASA score, BMI, race, and 7 specific comorbidities.
Conclusions:
- A novel model using comorbidities and demographics effectively predicts excess TJA costs.
- This model aids in identifying patients for preoperative optimization.
- Findings support adjusting bundled reimbursement models for nonmodifiable risk factors.
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