Perspectives of survivors of traumatic brain injury and their caregivers on long-term social integration
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
BACKGROUND: Traumatic brain injury (TBI) has damaging impacts on victims and family members' lives and their long-term social integration constitutes a major challenge. PURPOSE: The objective of the study was to document the repercussions of TBI on victims' long-term social integration (10 years post-trauma) and the contribution made by the services received from the point of view of TBI victims and family caregivers. This article examines the determinants of long-term social integration as well as the impact of TBI on family caregivers. METHODS: A qualitative design was used (semi-directed interviews). The sample consisted of 22 individuals who had sustained a moderate or severe TBI and 21 family caregivers. RESULTS: The results show that TBI is an experience that continues to present difficulties, even 10 years after the accident, and that different barriers contribute to this difficulty: not going back to work, depressive episodes, problems in relationships and sequellae. Family caregivers must help TBI victims confront the barriers in their path. IMPLICATIONS: This study adopts a longitudinal perspective to help professionals determine how to intervene with TBI victims and their families. It validates the importance of having clients and family caregivers describe their reality.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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