Negotiating the 'Catch 22': Transitioning to Knowledge Work for University Graduates with Learning Disabilities
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
This paper examines the experiences of graduates with learning disabilities (GLD) transitioning into knowledge-based work in Ontario, Canada. The purpose of this paper is to identify and discuss the messiness in the university-to-work transition for GLD. To do so, this paper draws from interviews conducted with GLD in university and in the labour market. This paper first discusses the rise of the smart worker standard, a standard sensitive to socio-culture norms, in recruitment of knowledge workers. The analysis of this paper examines three key stages of transition, namely: interviewing, employment testing and probationary period. This study’s analysis demonstrates a ‘catch-22’ for GLD where they fear stigmatization through either disclosing their disability and non-disclosure where they risk being perceived as ‘lazy’ or ‘incompetent’. The conclusion provides recommendations to support the transition experiences of GLD.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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