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Health Care Financing Review, Winter, 1993 by Kenneth G. Manton, Robert Newcomer, Gene R. Lowrimore, James C. Vertrees, Charlene Harrington
RESULTS
To assess FFS or S/HMO outcomes, health variation over persons and time must be described. This requires defining multiple "Profiles" to characterize a person's health. The six profiles in Table 1 are described by comparing [[lambda].sub.kjl]s to the overall frequency of an attribute--e.g., 27.1 percent need help with meals. Someone who "f its" Profile 3, 4, or 6 (i.e., has a high [g.sub.ik[multiplied by]t]) requires assistance. Individuals matching Profiles 1, 2, or 5 do not. The [[lambda].sub.kjl] can be discussed both as a profile of J attributes and as groups of cases characterized by a profile.
[TABULAR DATA 1 OMITTED]
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The profiles in Table 1 are defined by their association ([[lambda].sub.kjt]) with health variables:
* "Healthy"--Individual is unimpaired
but has diabetes, hypertension, and
joint disease. This profile is "healthy"
relative to other case-mix groups.
* "Acutely III"--Individual has cancer
(100 percent), cardiopulmonary problems,
and hypertension, but no impairment.
* "Impaired"--Individual has IADL impairments
suggesting early dementia
but few other neurological problems.
Medical conditions (e.g., diabetes) may
be present.
* "Pulmonary"--Individual has ADL impairments
(42.2 percent bedfast), pulmonary
problems (80.8 percent), and
cancer (49.8 percent).
* "Cardiac"--Individual is not impaired,
but has multiple medical problems--including
cardiopulmonary conditions
(no stroke) and arteriosclerosis.
* "Frail"--Individual is bedfast (100 percent)
and limited on all ADLs and
IADLs. Medical problems include
stroke, cancer, neurological, stomach,
and bowel problems. A person with a
high score on this dimension, unless
having excellent social and economic
resources, would be at risk of institutionalization
because he or she is 88.9
percent impaired on the 17 functional
items. Thus, as the population ages,
movement into the frail category serves
as a measure of persons potentially
needing institutionalization--because
institutional residents were excluded at
the study's start and are not represented
in baseline health measures.
The predictive validity of the [g.sub.ik[multiplied by]t] was examined on sociodemographics and service use (Reuben, Siu, and Kimpau, 1992). The [[lambda].sub.kNI]s describing these relations (calculated conditionally on case-mix scores) are presented in Table 2.
[TABULAR DATA 2 OMITTED]
Approximately 93.6 percent of the "healthy" group report good or excellent health; 100 percent of the "acutely ill" group report fair or poor health. Persons in the "impaired" group (48.9 percent reporting fair or poor health) are similar to those in the "pulmonary" group (38.3 percent), while the "cardiac" (65.2 percent fair or poor) and "frail" (60.1 percent fair or poor) groups are similar. Case mix is not strongly associated with age because health changes ([g.sub.ik[multiplied by]t]) estimated from the combined HSF and CAF data, represent most age effects. Healthy individuals are young--a mean age of 71.7. The frail group members are the oldest, with a mean age of 83.2. Acutely ill persons are older (77.5) than the healthy, but are little different than the two chronically ill groups.
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