A Qualitative Study of the Transition to Adulthood for Youth with Physical Disabilities
Bibliographic record
Abstract
The purpose of this qualitative study was to explore the experiences, perceptions, and needs of youth with physical disabilities in transition from adolescence to adulthood. Purposeful sampling strategies were used to select 34 study participants who lived in three regions of south-central Ontario, Canada. Data collection methods were individual and focus group interviews, and were guided by a set of open-ended questions. An editing style of analysis sorted the text into codes for description and interpretation. Themes emerged about context, the transition process, needs, and services. Participants identified a poor fit between young persons with disabilities and the adult world they were entering. They recommended that services be focused on environmental supports to enable them to "build their own bridges" to the adult world. Community-based transition services need to be planned in collaboration with youth with disabilities and their parents. Concepts of person-environment fit and health promotion can be incorporated into services to enable young persons with disabilities to experience a smooth transition from adolescence to adulthood.
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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 | 0.015 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.016 | 0.009 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".