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Record W4410918871 · doi:10.1177/14778785251340658

Moral status, epistemic agency, and the education of students labeled with intellectual disability

2025· article· en· W4410918871 on OpenAlexaff
Kevin McDonough, Ashley Taylor

Bibliographic record

VenueTheory and Research in Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsMcGill University
Fundersnot available
KeywordsAgency (philosophy)Moral agencyEpistemologySociologyPedagogyMoral educationPsychologyEnvironmental ethicsSocial psychologyPhilosophy

Abstract

fetched live from OpenAlex

Students labeled with intellectual disability, including those with profound intellectual and multiple disabilities, are subject to numerous practices that diminish or demonstrate disregard for their status as knowers. The widespread acceptance of epistemically undermining educational practices aligns with a prominent philosophical conception of equal moral status, which we reject. The alternative conception of moral status that we outline brings into view a developmental dimension that is often ignored in moral status debates. We argue that epistemically undermining educational practices are morally and epistemically demeaning toward intellectually disabled students when and because they betray a basic moral obligation to protect students’ formative opportunities within educational contexts. We show that epistemically undermining practices constitute a serious wrong to students in their capacity as knowers. Evaluating the moral adequacy of educational practices requires a concern for the diverse, pluralistic conditions under which students’ epistemic capacities might be enabled to grow and develop.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.010
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.021
Scholarly communication0.0100.007
Open science0.0010.012
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0030.000

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 head0.057
GPT teacher head0.503
Teacher spread0.446 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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