Long Term Symptoms and Limitations of Activity of People with Traumatic Brain Injury: A Ten-Year Follow-up
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study examined the effect of Traumatic Brain Injury 10 years post-injury. Frequencies of head injury symptoms and activity limitation by level of severity were measured in a consecutive series of 61 adults who were admitted to a tertiary-care center for traumatic brain injury. Irritability and Anxiety were the most frequently reported symptoms from the Head Injury Symptom Checklist. Bothered by noise and Bothered by light were the least frequently reported. Trouble hearing what is said in a group conversation and Trouble hearing what is said in a one-to-one conversation were the most commonly reported limitations of activity from the Health and Activity Limitations Survey. Overall, this study illustrates that symptoms remain many years following brain injury, irrespective of the injury's severity.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it