The potential of outdoor contexts within community-based rehabilitation to empower people with disabilities in their rehabilitation
Bibliographic record
Abstract
Purpose: The aim was to examine the potential of outdoor contexts within community-based rehabilitation to empower people with disabilities in their rehabilitation.Materials and methods: Interpretive description was applied as the methodology in a 5-month ethnographic fieldwork study, and guided by social practice theory. In total, 115 people with disabilities were included for participant observation, of which 15 participants were recruited for individual walking interviews.Results: Analysis revealed four overlapping themes. Firstly, “Revisiting the Outdoors” appeared to be an overarching theme, which created a basis for “Building Autonomy” among the participants. The varied outdoor experiences empowered the participants to take a more active role in their rehabilitation. These experiences afforded unique opportunities for “Connecting with Community” and, finally, “Embodied Learning” – that could be transferred to home and to other everyday contexts.Conclusion: Outdoor contexts within community-based rehabilitation appeared to hold strong potential for connecting people with disabilities to communities. Although barriers exist, we argue that revisiting the outdoors supports collective awareness and action with the capacity to influence community attitudes more broadly.IMPLICATIONS FOR REHABILITATIONOutdoor contexts within community-based rehabilitation for people with disabilities capitalise on the features of both indoor and outdoor environments with activities that meet shifting individual priorities and needs.Outdoor contexts within community-based rehabilitation offer people with disabilities empowering experiences that are part of the landscape of everyday life and transfer well to home and other environments.Community-based rehabilitation directly involving outdoor contexts and supported by professional skills provides a crucial bridge from individual rehabilitation to community belonging.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".