Participation after Spinal Cord Injury
Bibliographic record
Abstract
The increasing life expectancy after spinal cord injury has given social participation a new recognition as one of the ultimate goals of a comprehensive rehabilitation process. Recent evolution of the concept suggests 2 different approaches to document participation after spinal cord injury and a careful appraisal of the related outcome measures is important as discrepancies of results between the 2 approaches can be significant. Literature on objective participation reports a large variability in several dimensions that are particularly influenced by intrinsic factors such as severity of injury and secondary impairments. The direct influence of the environmental factors remains to be demonstrated by empirical studies. There are fewer tools available to evaluate subjective impressions of participation but recent investigations support the importance of taking account of the person's perceived restrictions participation in order to get better understandings of an individual's specific needs and problems. The aim of this article is to present the evolution of the conceptualization and measurement of the two approaches and to describe the level of participation of individuals with SCI.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| 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 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".