Facing Challenges: Experiences of Young Women with Disabilities Attending a Canadian University.
Bibliographic record
Abstract
This qualitative study examines the perspectives of students with disabilities studying at a postsecondary institution in Canada. Seven female students, five of them with learning disabilities, participated in focus group meetings and shared their experiences of studying at a university. Both individual characteristics, such as disability-specific needs, and contextual factors, including attitudes of faculty members and peers, were reported as barriers affecting students’ full participation to university life. Participants reported that the Office for Students with Disabilities acted as an important support mechanism at the overall school-level. Findings indicate that postsecondary institutions should support students with disabilities not only by providing accommodations but also by addressing hidden attitudinal barriers to enable equal participation opportunities for all. Some recommendations for creating a barrier-free school community are made based on the suggestions of the participants. Increasing numbers of students with disabilities choose to pursue postsecondary education in North
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.039 | 0.006 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.003 | 0.009 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".