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Updated: Jan 30, 2026

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Controlled Cortical Impact Model for Traumatic Brain Injury
Published on: August 5, 2014
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Predicting Return Home After Moderate-to-Severe Traumatic Brain Injury.
Armaan K Malhotra1,2, Avery B Nathens3, Husain Shakil1,2
1Division of Neurosurgery, Unity Health Toronto, Ontario, Canada.
Neurology
|January 28, 2026
Summary
Understanding long-term recovery after moderate-to-severe traumatic brain injury (msTBI) is crucial. A new DAH-TBI calculator predicts patient recovery trajectories, aiding in better post-injury care and societal reintegration.
Area of Science:
- Neuroscience
- Clinical Medicine
- Public Health
Background:
- Days Alive and at Home (DAH) offers a patient-centered view of recovery after healthcare transitions.
- Moderate-to-severe traumatic brain injury (msTBI) recovery is complex and requires nuanced assessment.
Purpose of the Study:
- To characterize long-term recovery trajectories in adults with msTBI using DAH.
- To develop and validate a clinical prediction model for favorable versus unfavorable recovery outcomes.
Main Methods:
- A retrospective cohort study of 3,004 adults with msTBI in Ontario, Canada (2009-2021).
- Latent class mixed modeling identified distinct DAH recovery trajectories over 3 years.
- Logistic regression, penalized regression, and machine learning were compared for prediction model development.
Main Results:
- Five distinct DAH trajectories were identified: early, intermediate, late recovery, delayed deterioration, and poor recovery.
- Unfavorable recovery was associated with older age, frailty, fall-related injuries, subdural hematoma, large intraparenchymal hematoma, DAI, and cerebral edema.
- The DAH-TBI calculator demonstrated good discrimination (AUC=0.812) in predicting recovery trajectories.
Conclusions:
- Extended post-injury observation is necessary to fully assess societal reintegration after msTBI.
- The DAH-TBI calculator provides a validated tool for predicting long-term outcomes in msTBI patients.
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