Objective: To evaluate the ability of measures of initial severity, tests o
f attention, and demographic characteristics to predict recovery of continu
ous memory for words over a 24-hour period in patients with acute traumatic
brain injury. Methods: Recovery of continuous memory was assessed prospect
ively in 94 patients with nonpenetrating traumatic brain injury. A classifi
cation and regression tree analysis identified a hierarchical subset of var
iables that may be used as a simple guideline for predicting recovery of co
ntinuous memory. Weibull regression models evaluated and compared the predi
ctive ability of multiple variables. Results: Four groups of patients were
identified based on measures of severity of injury and demographic characte
ristics. These four groups had recovery profiles that were more precise tha
n could be obtained by using the Glasgow Coma Scale alone: mild, about 1 we
ek to recovery of continuous memory; moderate, 1 to 4 weeks; severe, 2 to 6
weeks; and extremely severe, 4 to 8 weeks. Regression analysis confirmed t
hat measures of capacity (inherent resources such as indicated by age) and
compromise (general functional brain state measured neuropsychologically) i
mproved prediction over models based only on injury severity measures, such
as the Glasgow Coma Scale. Conclusions: Approaches to predicting recovery
of continuous memory in the acute period after traumatic brain injury that
take into account multiple measures provide a more sensitive predictive ind
ex.