The personal and workplace factors relevant to work readiness evaluation following acquired brain injury: Occupational therapists’ perceptions
Bibliographic record
Abstract
OBJECTIVE: This study examined the personal and workplace/environmental factors perceived most relevant to work readiness evaluations following acquired brain injury. RESEARCH DESIGN: Using a qualitative secondary analysis design 'indicators of success' and 'risks of failure', identified as relevant in a primary study of occupational therapists' evaluation practices, were explored further. METHOD: Data collected in the primary study, e.g. interviews, practice surveys, evaluation protocols, were re-analysed. Surveys and protocols were used to define participant and practice context characteristics. Interviews were coded, by three investigators, using a constructivist grounded theory approach. RESULTS: Four themes emerged describing relevant personal client attributes: (1) motivation; (2) physical and functional independence; (3) cognitive abilities; and (4) use of compensatory strategies and feedback. Four themes emerged describing relevant workplace factors: (1) workplace demands; (2) employer risks and burden; (3) risks associated with information sharing; and (4) financial implications associated with return to work. CONCLUSIONS: Findings suggest that work readiness needs to be viewed as both a client and a workplace issue. Findings are translated into questions for rehabilitation professionals to guide evaluations of work readiness. Recommendations for future research include investigating how professionals weigh factors in their decision-making and exploring strategies relevant from a workplace perspective.
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.
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 | 0.007 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 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) | 0.002 | 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".