Dependent Rational Activists: Disability, Student Activism, and Special Education
Bibliographic record
Abstract
Historians of student activism have rarely focused on students with disabilities, while educational historians who study students with disabilities have focused on legal reforms, not activism. We present a philosophical argument for an inclusive definition of student activism that can take place within legal and bureaucratic processes in which students act collaboratively with parents or guardians. Drawing on the new disability history and critical disability studies, we first argue that such activism is necessary because those processes routinely involve the conceptual objectification, silencing, and invisibilization of disabled people. Further, we argue that activism is necessary to shift individualized education plan (IEP) meetings from bargaining to collective deliberations for the common good. Finally, following Alasdair MacIntyre, we argue that activism, legal and otherwise, may involve families acting collaboratively, because parents and others can become attentive to the rational reflections of those with disabilities.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.044 |
| Scholarly communication | 0.008 | 0.010 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".