Community reintegration following acquired brain injury
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Meta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
- Consensus categories
- Meta-epidemiology (narrow), Research integrity
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.793
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.250 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
OBJECTIVE: To evaluate the interventions and strategies used to enable transition from acute care or post-acute rehabilitation to the community following brain injury. METHODS AND MAIN OUTCOMES: A systematic review of the literature from 1980-2005 was conducted focusing on ABI rehabilitation. Five major aspects of community reintegration, including: independence and social integration, caregiver burden, satisfaction with quality of life, productivity and return to driving were considered. RESULTS: With the exception of one, the majority of interventions are supported by only limited evidence, denoting an absence of randomized controlled trials (RCTs) in the literature. Of 38 studies evaluated for this review, only one RCT was found. That RCT provided moderate evidence that behavioural management, coupled with caregiver education, did not help to improve caregiver burden. CONCLUSIONS: Further research, using an interventional approach, is required to advance the evidence base of reintegration into the community following brain injury.
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.
The record
- Venue
- Brain Injury
- Topic
- Traumatic Brain Injury Research
- Field
- Medicine
- Canadian institutions
- St Joseph's Health Care
- Funders
- Ontario Neurotrauma Foundation
- Keywords
- Acquired brain injuryTraumatic brain injuryPsychologyPhysical medicine and rehabilitationMedicineRehabilitationPsychiatryNeuroscience
- Has abstract in OpenAlex
- yes