Kg. Manton et al., NURSING-HOME RESIDENTS - A MULTIVARIATE-ANALYSIS OF THEIR MEDICAL, BEHAVIORAL, PSYCHOSOCIAL, AND SERVICE USE CHARACTERISTICS, The journals of gerontology. Series A, Biological sciences and medical sciences, 50(5), 1995, pp. 242-251
Background. Elderly residents of nursing homes often have multiple com
orbidities and functional limitations. The status of 4,525 residents o
f complex and standard care units in 177 nursing homes where the nursi
ng home was determined to provide adequate care, and from 14 specializ
ed Alzheimer's units, was evaluated on 111 measures of medical conditi
on, functional status, psychological well-being and cognitive performa
nce in a demonstration study assessing quality of care in six states.
Detailed measurements were also made of the types and amounts of servi
ces used (in minutes per day) by the residents. Methods. Given the num
ber of health measures, and the possibility of assessment error, a mul
tivariate analytic procedure called Grade of Membership (GoM) was used
. This procedure identified profiles of health and functioning measure
s to identify the characteristics of clinically distinct groups of nur
sing home residents. Results. The analysis identified 11 profiles of h
ealth and functioning characteristics which described the 111 resident
measurements. The 11 profiles predicted differentials in nursing home
length of stay, and service use by various cf asses of caregivers. Th
e GoM profiles described the data better than several other classifica
tion procedures applied to the same data. Conclusions. In nursing home
s, elderly and oldest-old residents often have multiple comorbidities
and disabilities. A multivariate procedure was able to identify the fu
ndamental dimensions describing residents' variation on a number of he
alth measures. These profiles predicted differences in service use so
they had predictive validity. Thus, multivariate procedures may help i
dentify clinically distinct groups in studies where complex measures a
re made.