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Choosing ‘stereotypes’: debating the efficacy of (British) disability‐criticism

2009· article· en· W1991093920 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Research in Special Educational Needs · 2009
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsCentre for Disability Prevention and Rehabilitation
Fundersnot available
KeywordsCriticismContingencyPsychologysortDisability studiesInclusion (mineral)CitationEpistemologySociologySocial psychologyGender studiesLawPolitical scienceComputer sciencePhilosophy

Abstract

fetched live from OpenAlex

This paper considers how, by paying attention to the divergent use of ‘stereotypes’ as a methodological tool, we concomitantly pay attention to the capacities of contemporary disability‐criticism. First, the search for negative stereotypes is described in terms of how it enables the repeated citation of common examples. However, as some areas of disability‐criticism have begun to acknowledge that ‘stereotypes’ are not exclusively a negative form, the second part of the paper uses the US cartoon series South Park to explore what sort of interpretations such a troublesome recognition allows. While critical discourse on disability is discussed as a whole, the ultimate aim is to draw some conclusions about the past, present and future of British disability‐criticism. The paper concludes by suggesting that recognising the contingency of where we are on how we choose to read representations of disability strengthens debates about how we want to go on.

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 imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.522
Threshold uncertainty score0.579

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.080
GPT teacher head0.466
Teacher spread0.386 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it