Variable, Not Always Persistent, Postconcussion Symptoms after Mild TBI in U.S. Military Service Members: A Five-Year Cross-Sectional Outcome Study
Bibliographic record
Abstract
This study examined postconcussion symptom reporting within the first 5 years after mild traumatic brain injury (mTBI). Participants were 167 U.S. military service members (mean age, 27.6 years; 74.3% blast; 96.4% male) who were evaluated subsequent to injuries sustained in theater during Operations Iraqi and Enduring Freedom (92.8%) or from other combat-related operations. Participants completed the Neurobehavioral Symptom Inventory and Post-Traumatic Stress Disorder Checklist within 3 months of injury and at least one follow-up telephone interview at 6 (n = 46), 12 (n = 89), 24 (n = 54), 36 (n = 42), 48 (n = 30), and/or 60 months (n = 25) postinjury. Approximately half of the sample (49.7%) met Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition (DSM-IV) symptom criteria for postconcussion disorder (PCD) at baseline. At all six follow-ups, 46.1-72.0% met DSM-IV criteria for PCD. However, only 20.4-48.0% reported persistent PCD from baseline to follow-up. A substantial minority had also improved (4.0-24.1%) or "developed" new symptoms (16.9-27.8%). Using regression analyses, baseline symptoms were somewhat predictive of PCD symptom reporting at follow-up, though this was not always reliable. Follow-up for all service members who sustain a combat-related mTBI in the context of polytrauma, regardless of the presence or absence of symptom reporting in the acute recovery stage, should be considered the rule, not the exception.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".