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Readmission Risk Based on Debility and Psychosocial Measures: The Western 9 Algorithm
Norm Good1, Craig Nelson2, Jason Plant2
1Commonwealth Scientific and Industrial Research Organisation, Qld, Australia.
Studies in Health Technology and Informatics
|January 25, 2024
Summary
Psychosocial screening questions significantly improved predicting patient readmission risk. The Western 9 tool enhances chronic care initiatives by identifying patients needing targeted support for better health outcomes.
Area of Science:
- Health Services Research
- Public Health
- Chronic Disease Management
Background:
- Psychosocial determinants like food insecurity and housing instability significantly impact health outcomes.
- Effective patient profiling is crucial for managing chronic conditions and reducing hospital readmissions.
- Existing risk algorithms may not fully capture the impact of social determinants of health.
Purpose of the Study:
- To evaluate the added value of the Western 9 screening questions in predicting hospital readmission risk.
- To determine if psychosocial risk profiles enhance existing risk prediction models.
- To assess the discriminative power of the Western 9 tool within a chronic care initiative.
Main Methods:
- Development of the Western 9 screening tool based on psychosocial measures.
- Categorization of patient risk into Low, Medium, and High profiles using aggregate scores.
- Comparison of a baseline risk model with a model incorporating the Western 9 risk profiles.
Main Results:
- Inclusion of psychosocial risk profiles significantly improved model fit.
- Enhanced calibration was observed when using the Western 9 risk profiles.
- The Western 9 questions demonstrated additional discriminative power beyond existing algorithms.
Conclusions:
- The Western 9 screening tool effectively adds discriminative power to readmission risk algorithms.
- Psychosocial factors, when systematically screened, are valuable predictors in chronic care management.
- Further refinement, such as developing weighted indices, could optimize the Western 9 tool's performance.

