OBJECTIVE: To develop a model estimating the probability of a patient aged
80 years or older having functional limitations 2 months and 12 months afte
r being hospitalized.
DESIGN: A prospective cohort study.
SETTING: Four teaching hospitals in the US.
PARTICIPANTS: Enrolled patients were nonelective hospital admissions aged 8
0 years or older who stayed in hospital at least 48 hours. The 804 patients
who survived and completed an interview at 2 months and the 450 who comple
ted an interview at 12 months were from the 1266 patients in the Hospitaliz
ed Elderly Longitudinal Project (HELP) (76% and 47% of survivors, respectiv
ely). Median age of the 2-month survivors was 84.7 years.
MEASUREMENTS AND MAIN OUTCOMES: Patient function 2 and 12 months after enro
llment was defined by the number of dependencies in Activities of Daily Liv
ing (ADLs). Ordinal logistic regression models were constructed to predict
functional status. Predictors included demographic characteristics, disease
category, geriatric conditions, severity of physiologic imbalance, current
quality of life, and exercise capacity and ADLs 2 weeks before study admis
sion.
RESULTS: Before admission, 39 % of patients were functionally independent i
n ADLs. Of patients who survived and were interviewed at 2 months, 32% were
functionally independent, and at 12 months, 36% were independent. Among pa
tients with no baseline dependencies, 42% had developed one or more limitat
ions 2 months later, and 41% had limitations 12 months later. The patient's
ability to perform activities of daily living at baseline was the most imp
ortant predictor of functional status at both 2 and 12 months. In a multiva
riable predictive model, independent predictors of poorer functional status
at 2 months included: worse baseline functional status and quality of life
; depth of coma, if any; lower serum albumin level; presence of dementia, d
epression, or incontinence; being bedridden; medical record documentation o
f need for nursing home; and older age. Model performance, assessed using S
omers' D, was 0.61 for 2 months and 0.57 for 12 months (Receiver Operating
Characteristic (ROC) area = 0.81 and .79, respectively.) Bootstrap validati
on of the month 2 model also yielded a Somers' D = 0.60. The models were we
ll calibrated over the entire risk range. The ROC area for prediction of th
e loss of independence was 0.76 for 2 months and 0.68 for 12 months.
CONCLUSIONS: Many older patients are functionally impaired at the time of h
ospitalization, and many develop new functional limitations. A limited amou
nt of readily available clinical information can yield satisfactory predict
ions of functional status 2 months after hospitalization. Models like this
may prove to be useful in clinical care. This work illuminates a potential
method for risk adjustment in research studies and for monitoring quality o
f care.