학술논문

Improving the Precision of the Glasgow Outcome Scale-Extended Using Item Response Theory: A TRACK-TBI Study
Document Type
article
Source
Journal of Neurotrauma. 39(11-12)
Subject
Psychology
Applied and Developmental Psychology
Physical Injury - Accidents and Adverse Effects
Traumatic Brain Injury (TBI)
Brain Disorders
Clinical Research
Traumatic Head and Spine Injury
Neurosciences
Brain Injuries
Traumatic
Disabled Persons
Glasgow Outcome Scale
Humans
Outcome Assessment
Health Care
Quality of Life
Glasgow Outcome Scale-Extended
item response theory
outcome measurement
psychometrics
TRACK-TBI Investigators
Clinical Sciences
Neurology & Neurosurgery
Clinical sciences
Biological psychology
Language
Abstract
The Glasgow Outcome Scale-Extended (GOSE) is a functional outcome measure intended to place individuals with traumatic brain injury (TBI) into one of eight broad levels of injury-related disability. This simplicity is not always optimal, particularly when more granular assessment of individuals' injury recovery is desired. The GOSE, however, is customarily assessed using a multi-question interview that contains richer information than is reflected in the GOSE score. Using data from the multi-center Transforming Research and Clinical Knowledge in TBI (TRACK-TBI) study (N = 1544), we used item response theory (IRT) to evaluate whether rescoring the GOSE using IRT, which posits that a continuous latent variable (disability) underlies responses, can yield a more precise index of injury-related functional limitations. We fit IRT models to GOSE interview responses collected at three months post-injury. Each participant's level of functional limitation was estimated from the model (GOSE-IRT) and comparisons were made between IRT-based and standard (GOSE-Ordinal) scores. The IRT scoring resulted in 141 possible scores (vs. 7 GOSE-Ordinal scores in this sample of individuals with GOSE scores ranging between 2 and 8). Moreover, GOSE-IRT scores were significantly more strongly associated with measures of TBI-related symptoms, psychological symptoms, and quality of life. Our findings demonstrate that rescoring the GOSE interview using IRT yields more granular, meaningful measurement of injury-related functional limitations, while adding no additional respondent or examiner burden. This technique may have utility for many applications, such as clinical trials aiming to detect small treatment effects, and small-scale studies that need to maximize statistical efficiency.