Academic ableism and the experiences of disabled and neurodiverse Ph.D. students in LIS programs
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 article continues the discussion of the experiences of disabled and neurodiverse Ph.D. students in Library and Information Science programs in American and Canadian universities, following up on the previous report that addressed their struggles during and in the immediate aftermath of the COVID-19 pandemic. This article directs attention to their experiences in Ph.D. programs irrespective of the pandemic and focuses on both existing barriers and support mechanisms. Based on the results of a qualitative, online, self-administered survey, guided by hermeneutic phenomenology, the study identifies barriers rooted in attitudes and perceptions; policies and procedures; information and communication; physical spaces; virtual spaces and technology; and access to support services and networks. At the same time, an only mitigating factor and an only sustainable and consistently mentioned support mechanism was the good will, compassion, and supportive actions of individual faculty members. The article places the analysis and interpretation of empirical data in the context of academic ableism, conceptualizing the situation of Ph.D. students as a lingering state that was not improved even through the lessons and experiences of the pandemic.
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 | 0.000 |
| 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 | 0.001 |
| 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