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Predicting nursing home placement among home- and community-based services program participants
Melissa A Greiner, Laura G Qualls, Isao Iwata
1Duke Clinical Research Institute, PO Box 17969, Durham, NC 27715.
This study developed a model to predict nursing home placement for high-risk individuals in care management programs. Utilizing personal care assistance services significantly reduced the odds of long-term care placement.
Area of Science:
- Gerontology
- Health Services Research
- Public Health Policy
Background:
- Publicly funded care management programs aim to prevent long-term care placement for high-risk Medicaid beneficiaries.
- Identifying risk factors and effective services is crucial for resource allocation in these programs.
Purpose of the Study:
- Develop a predictive model for long-term nursing home placement risk in a home- and community-based services program.
- Examine individual and program-level factors influencing nursing home placement.
Main Methods:
- Retrospective observational study using deidentified data from the Connecticut Home Care Program for Elders (2005-2010).
- Logistic regression models with random effects analyzed patient characteristics, service utilization, and prior facility admissions.
- Main outcomes: nursing home placement within 180 days or 1 year post-assessment.
Main Results:
- 11.4% of 10,975 participants experienced nursing home placement within a year.
- Risk factors included Alzheimer's disease, money management dependency, living alone, and prior skilled nursing facility stays.
- Personal care assistance services were linked to a 46% reduction in nursing home placement odds (C-statistic: 0.76).
Conclusions:
- A predictive model utilizing home- and community-based service program data demonstrates strong accuracy in identifying long-term nursing home placement risk.
- This model can effectively target high-risk individuals for tailored interventions, optimizing resource allocation and potentially reducing institutionalization.
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