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Record W4410506415 · doi:10.1097/htr.0000000000001068

Somatic Symptom Disorder After Mild Traumatic Brain Injury

2025· article· en· W4410506415 on OpenAlexafffund
Noah D. Silverberg, Mathilde Rioux, Ana Mikolić, David L. Perez, Matthew J. Burke, Andrew Howard

Bibliographic record

VenueJournal of Head Trauma Rehabilitation · 2025
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsVancouver Coastal Health
FundersNational Institutes of HealthUniversity of TorontoSidney R. Baer, Jr. Foundation
KeywordsRivermead post-concussion symptoms questionnaireMedicineConcussionTraumatic brain injuryPsychiatryDistressAnxietyPhysical therapyPoison controlInjury preventionClinical psychology

Abstract

fetched live from OpenAlex

OBJECTIVE: Mild traumatic brain injury (mTBI) may be a common precipitant of Somatic Symptom Disorder (SSD). This study examined the prevalence, correlates, predictors, and functional impact of SSD after mTBI. SETTING: Follow up of patients recruited from emergency departments and urgent care centers. PARTICIPANTS: Adults with mTBI (N = 476). DESIGN: Secondary analysis of a clinical trial (Clinicaltrials.gov NCT04704037). MAIN MEASURES: Early illness beliefs (Illness Perceptions Questionnaire-Revised; IPQ-R) were assessed ~2 weeks after mTBI and outcomes were assessed at 6 months post-injury, including SSD symptoms (Somatic Symptom Disorder-B Criteria Scale; SSD-12), post-concussion symptoms (Rivermead Post Concussion Symptoms Questionnaire; RPQ), disability (World Health Organization Disability Assessment Schedule; WHODAS), and psychiatric diagnoses (MINI Neuropsychiatric Inventory). SSD diagnosis was operationalized as having persistent symptoms and SSD-12 ≥ 16 (≥23 in sensitivity analyses). RESULTS: 15-27% of the sample met criteria for SSD at 6 months post-injury. Participants with SSD reported more pain and post-concussion symptoms, and were more likely to have comorbid Major Depressive Disorder (OR = 9.1, 95% CI = 5.3, 16.2) and at least 1 anxiety disorder (OR = 5.6, 95% CI = 3.6-8.8) compared to those without SSD. Early illness beliefs, specifically that mTBI has serious life consequences (OR = 1.2, 95% CI = 1.1-1.3) and causes distress (OR = 1.1, 95% CI = 1.0-1.2), were associated with later SSD. SSD symptoms contributed to prediction of global functional disability (WHODAS) over and above post-concussion symptom severity (RPQ; ΔDeviance = 0.22, P < .001). CONCLUSIONS: SSD after mTBI is associated with an increased burden of symptoms, comorbidity, and disability. Early identification of at-risk patients appears feasible. SSD may be a useful framework for conceptualizing poor outcome from mTBI in patients with prominent psychological distress and guiding rehabilitation.

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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.657
Threshold uncertainty score0.822

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.033
GPT teacher head0.384
Teacher spread0.351 · 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

Citations3
Published2025
Admission routes2
Has abstractyes

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