A systematic review of treatments for mild traumatic brain injury
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
OBJECTIVES: To assess the effectiveness of interventions for mild traumatic brain injury (MTBI) in adults as found in the literature. RESEARCH DESIGN: Systematic review of the literature. METHODS: Six electronic databases and 18 journals within the brain injury field were manually searched between the years 1980-2003. References from articles were scanned for further literature. Studies that met broad inclusion criteria were subjected to a formal test of relevance. Those found to be relevant were qualitatively tested for their methodological soundness. RESULTS: One thousand and fifty-five studies were initially identified and 163 were assessed using the relevance tool, yielding 20 studies for review. Four categories of interventions were identified: Pharmacotherapy, Cognitive Rehabilitation, Patient Education and Other. The majority of studies were weak, however there is evidence to support the effectiveness of patient education interventions. CONCLUSIONS: There are few rigorous studies evaluating treatment of MTBI. Limitations of the current literature are presented.
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.
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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.012 | 0.004 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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