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Record W4412006225 · doi:10.1037/rep0000619

Trajectories of fear avoidance behavior and recovery after mild traumatic brain injury: Findings from the Toronto Concussion Study.

2025· article· en· W4412006225 on OpenAlexafffundabout
Ana Mikolić, Mark Bayley, Tharshini Chandra, Paul Comper, Evan Foster, Tavina Sathish, Noah D. Silverberg

Bibliographic record

VenueRehabilitation Psychology · 2025
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsUniversity of TorontoToronto Rehabilitation InstituteUniversity Health NetworkUniversity of British Columbia
FundersUniversity of British Columbia
KeywordsConcussionTraumatic brain injuryPsychologyPhysical medicine and rehabilitationClinical psychologyInjury preventionMedicinePoison controlPsychiatryMedical emergency

Abstract

fetched live from OpenAlex

OBJECTIVE: Fear avoidance behavior is associated with more severe postconcussion symptoms after mild traumatic brain injury (mTBI). However, it remains unclear when after injury fear avoidance behavior becomes a barrier to recovery. This study investigated changes in early fear avoidance behavior after mTBI and its associations with postconcussion symptoms. METHOD: = 216). RESULTS: Based on normative reference values, the two most common postconcussion trajectories of fear avoidance behavior were those with persistently low and those with initially elevated but decreasing fear avoidance behavior. Using linear regression, we found an interaction effect between fear avoidance behavior at Weeks 2 and 8, indicating that participants with persistently elevated fear avoidance behavior (at Weeks 2 and 8) had more severe postconcussion symptoms at Week 8, whereas participants with initially elevated but decreasing fear avoidance behavior tended to recover well. CONCLUSION: Early fear avoidance behavior often decreases, but when it does not, it is associated with worse recovery from mTBI. These findings may inform the timing and design of interventions targeting fear avoidance behavior in patients with mTBI. (PsycInfo Database Record (c) 2026 APA, all rights reserved).

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.083
Threshold uncertainty score0.494

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.040
GPT teacher head0.410
Teacher spread0.370 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes3
Has abstractyes

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