Subversive political praxis: supporting choice, power and control for people with learning difficulties
Bibliographic record
Abstract
This paper is drawn from research conducted with gay and bisexual men with learning difficulties, a project that included participants' various struggles to self-identify within these alternative sexualities. Significant parts of this identity work were mitigated by participation in what is referred to here as ‘politically radical support groups’. Three facilitators of these groups, professionals in the areas of sex education, were interviewed and a common itinerary was uncovered, namely a subversive and political praxis. At its heart, such praxis argues that educational endeavours for people with learning difficulties must not only account for disabling practices, but more importantly, maximally prioritise the mitigation of such prejudice within educational activities. Furthermore, it is argued that political praxis is not merely theoretical; six practical strategies are offered. In these ways, caregivers are offered concrete approaches to (genuinely) support the choice, power and control for people with learning difficulties.
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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 | 0.009 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.029 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.015 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".