“I don’t like to be told that I view a student with a deficit mindset”: Why it Matters that Disability Studies in Education Continues to Grow
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
In this article I use personal narrative to provide a commentary on the value of Disability Studies in Education (DSE). Through a mixture of recollections, observations, and descriptions, along with engagement with scholarship in the fields of both special education and DSE, I highlight ways in which I and other scholars have utilized the latter in our daily professional practices. First, I describe the point in my educational career when I came into contact with Disability Studies (DS). Second, I share the beginnings of how DSE came into existence through the work of a coalition of critical special educators. Third, I provide instances of DSE in action, highlighting a recent in-service presentation and other examples. Fourth, I explain why DSE is needed to protect and develop conceptualizations of disability outside of the traditional special education realm. Fifth, I illustrate the benefits of DSE’s interdisciplinary nature. Finally, I assert that DSE provides a visionary lens for improving educational practices for students with disabilities. In closing, I advocate for DSE’s continued growth in helping change deficit-based understandings of disability that continue to pervade education and society.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| 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