‘It’s all about student accessibility. No one ever talks about teacher accessibility’: Examining ableist expectations in academia
Bibliographic record
Abstract
Drawing from perspectives in critical disability studies, this article examines the teaching experiences of 9 disabled graduate students in Canada and the United States. Participants took between 2 and 6 photographs that illustrated their experience teaching with a disability. Follow-up interviews were conducted to gather descriptive accounts of the meaning and significance of the photos. Thematic analysis was used to analyse the data and uncover the core themes of mobility, disclosure and teaching performance, accommodation, and careers goals. The findings shed new light on the barriers that graduate students with disabilities face navigating the dual role of learners and teachers. Data reveal that there are overt and tacit ableist expectations in academia about how those in a teaching role perform and carry out their duties. Participants in this study internalised these ableist expectations and believed that an academic career was an unlikely career option.
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How this classification was reachedexpand
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 teacher head, 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".