The Road to the Ivory Tower: The Learning Experiences of Students with Disabilities at the University of Manitoba
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Although qualitative research on the learning experiences of disabled students at university is burgeoning, either/or, medical or social approaches are most often used to study disablement. In this study, I adopted an interpretive phenomenological analysis — which considers the fundamental imbrication of bodies, identities, and environments — to explore the learning experiences of students with disabilities at the University of Manitoba in Canada. While some students received social support to attend university, other students negotiated a challenging journey to higher education, characterized by low expectations for academic success. At university, the students reported bodily-social challenges to academic achievement that hindered the learning process. Students anticipated an uneasy future upon graduation, characterized by poor job opportunities and economic disparity. The findings suggest that great strides and much advocacy are still required for students with disabilities to be viewed as bodies that bear intellectual value in university settings. Researchers should consider the merits of phenomenological approaches to thinking about the body-social challenges that disabled students still face in the struggle for inclusive higher education.
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.
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 | 0.012 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it