Table 1.
Step 1: Disease Progression | ||
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Model Parameter | Description | Data Source |
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Linear mixed effects models directly estimated from data (Supplementary Table S4) | National Alzheimer’s Coordinating Center6,13 |
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Step 2: Care Transitions | ||
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Model Parameter | Description | Data Source |
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Weibull survival model directly estimated from data (Supplementary Table S7) | National Alzheimer’s Coordinating Center6 |
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0–90 days = 0.13 90–180 days = 0.009 180–365 days = 0.003 |
Arling et al.17 |
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community-dwelling = 0.00206residing in long-term care facility = 0.01056 | Lim et al. and Spillman et al.18,19 |
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Step 3: Time Spent Caregiving and Expenditures | ||
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Model Parameter | Description | Data Source |
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Regression model from literature | Jutkowitz et al.14 |
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Regression model directly estimated from data (Supplementary Table S8) | Aging, Demographics and Memory Study5 |
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Regression model from literature | Jutkowitz et al.15 |
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Regression model from literature | Jutkowitz et al.14 |
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private pay = $7,270/month Medicaid pay = $6,236/month |
MetLife and American Health Care Association22,24 |
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$900/month | Garfield et al. and Bharmal et al.25,26 |
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Step 4: Mortality | ||
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Model Parameter | Model Estimate/Estimation Method | Data Source |
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Age-, sex-, and race-mortality rates and dementia specific hazard rate | US life tables and Brookmeyer et al.7,20 |
Notes: Persons with dementia were individually simulated. At point of entry (i.e., diagnosis) the model generated the characteristics of the person with dementia (age, gender, education, race, marital status, region of residence, insurance status, household income, number of children, comorbidities) and characteristics of the primary caregiver (if the caregiver lives with the person with dementia, and the relationship between the person with dementia and caregiver). During each monthly cycle an individual’s cognitive and functional abilities and number of behavioral and psychological symptoms were determined (Step 1). The clinical features and personal characteristics were used to determine transitions (Step 2). Personal characteristics, the clinical features, place of residence, and insurance status, were used to estimate cost of care (Step 3). If an individual was predicted to survive (Step 4) the cycle, then they repeated Steps 1–4. If they were predicted to die, then they exited the model.
Models the risk of long-term care facility admissions excluding admissions for Medicare covered skilled nursing care.
If a person with dementia did not leave the long-term care facility within a year it was assumed they remained in the facility for life.
Once an individual was dual-eligible it was assumed they would enroll in Medicaid and remain on Medicaid for life. Background Medicaid transition risk for community-dwelling individuals without dementia was 0.0008. Individuals with dementia had an excess transition risk (hazard ratio 2.575). All individuals residing in a facility had a 0.0085 added Medicaid transition risk.
Medicaid expenditures for those with dementia residing in the community. In counterfactual analyses Medicaid expenditures for those without dementia were $810.