Divergent Recovery Trajectories: The Influence of Injury Mechanism on Stair-Climbing Outcomes After Traumatic Brain Injury - a TBI Model Systems Study
Beth, M. J.; Marwitz, J.; Valadi, N.; Baweja, N.; Baweja, H. S.
Show abstract
Background/Objectives: Traumatic Brain Injuries (TBIs) often cause profound functional impairments, yet the influence of TBI mechanisms on stair-climbing functional independence over extended timelines remains poorly understood. This study assesses whether Rasch-transformed FIM Stairs scores varied by TBI mechanism over follow-ups spanning 10 years or more. Methods: Data from the TBI Model Systems database were analyzed. The original 30,768 data entries were reduced to 6,226, corresponding to individuals with at least 10 years of data. Functional Independence Measure Stairs data were transformed to logit units via Rasch analysis before being evaluated with a linear mixed-effects regression, incorporating TBI mechanisms, age, follow-up time, and their interactions, with random effects accounting for the participant ID and pre-injury residence location. Results: TBI mechanisms meaningfully shape very long-term stair-climbing. Gunshot wounds and pedestrian-related accidents are associated with poorer performances, whereas motorcycles, bicycles, unclassified vehicular accidents, winter sports, other sports, and fall-related TBIs demonstrated relatively better function. Age, follow-up time, and their interaction also reached significance. Conclusions: Stair-climbing recovery trajectories over extended time significantly vary by TBI mechanism, with individuals with TBIs from gunshots and pedestrian-related accidents showing the most unfavorable recoveries. These findings support the development of mechanism-specific prognostic guidance and individualized rehabilitation strategies, thereby encouraging tailored approaches to improve outcomes.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Objective turning measures improve diagnostic accuracy and relate to real-world mobility/combat readiness in chronic mild traumatic brain injury 95%
- Characterization of cognitive-motor function in women who have experienced intimate partner violence-related brain injury 95%
- Comparison of common outcome measures for assessing independence in patients diagnosed with disorders of consciousness: A Traumatic Brain Injury Model Systems Study 95%
Similar papers in this journal
- Rasch validation of a new scale to measure dependency in arm use in daily life: the Upper Limb Lucerne ICF-based Multidisciplinary Observation Scale (UL-LIMOS) 94%
- Impaired everyday executive functions and cognitive strategy use on the Weekly Calendar Planning Activity in individuals with stroke undergoing acute inpatient rehabilitation 94%
- Efficacy of a multiple-component and multifactorial personalized fall prevention program in community-dwelling older adults at moderate-to-high fall risk: The PRE.C.I.S.A. Randomized Controlled Trial 94%
Similar papers in this journal
Similar papers in this journal
- Effort-based decision-making and gross motor performance: Are they linked? 92%
- Abnormal Functional Network Topology and its Dynamics during Sustained Attention Processing Significantly Implicate Post-TBI Attention Deficits in Children 90%
- Reliability and Validity of Cognitive Workload in Older Adults 89%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.