Symptom burden in the first four years following hospitalization after mild traumatic brain injury
Bibliographic record
Abstract
OBJECTIVES: 1) Describe clinically significant symptoms over 4 years following hospitalization after mild traumatic brain injury (mTBI); 2) examine quality of life (QoL), social participation, and healthcare service use in relation to symptom burden. METHODS: Longitudinal cohort study in which 142 adults (ages 18-65) hospitalized following mTBI were assessed 4, 8, 12, 24, 36, and 48 months post-injury. Questionnaires and interviews evaluated fatigue, insomnia, cognitive complaints, anxiety, depression, headaches, dizziness, QoL, social participation, and healthcare service use for mTBI symptoms. The number of clinically significant symptoms (based on validated cutoff scores) was totaled for each participant; QoL, social participation, and healthcare services were examined in relation to the number of symptoms. RESULTS: = 0.32). The presence of 3+ symptoms was associated with poor QoL and social participation, including lower rates of return-to-work. Healthcare service use was not universal, even among individuals with 5+ symptoms. CONCLUSIONS: Clinicians should be alert to the long-term presence of multiple symptoms following hospitalization after mTBI, as these affect a significant proportion of individuals and are associated with poorer outcomes.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".