Factors Associated with Perceived Quality of Life Many Years After Traumatic Brain Injury
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVES: To explore factors associated with perceived quality of life (QOL) 8 to 24 years after traumatic brain injury (TBI). DESIGN: Retrospective cohort study. PARTICIPANTS: Two hundred seventy-five individuals who sustained moderate to severe TBI who were discharged from a rehabilitation hospital participated in this study. We interviewed consenting participants up to 24 years after injury. OUTCOME MEASURES: Self-rated Quality of Life Scale. RESULTS: Multivariate linear regression analyses revealed that perceived mental health, self-rated health, gender (women rating QOL higher), participation in work and leisure, and the availability of emotional support were significantly associated with QOL (P <.05). CONCLUSION: The importance of designing ongoing support programs to further reintegrate TBI survivors several years after injury is discussed.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it