Service provider perspectives on including consumers in the vocational rehabilitation process
Bibliographic record
Abstract
More efforts to include consumers in the service process are emerging within vocational rehabilitation. In response to this trend, service providers have implemented a variety of innovative approaches, which offer opportunities for persons with disabilities to assume a more active role in goal setting, enacting choices, and self-directing employment plans. However, rehabilitation professionals report that including consumers in partnership or leadership roles is a challenging process. Thus, a better understanding of the issues that hamper or enable consumer participation in vocational rehabilitation practice is needed. Therefore, a qualitative investigation was undertaken to examine service provider experiences in a consumer-driven program where consumer participation was expected. Fourteen service providers shared their views in focus groups on factors integral to consumer involvement. Data from service providers suggest that determinants of consumer participation coalesce around three basic components; consumer competencies for self-management responsibilities, service provider strategies for empowering others, and compatibility of resources at the system, agency and community levels. Implications for enhancing greater involvement of consumers in the vocational rehabilitation process are discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".