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Record W4417474497 · doi:10.15353/cjds.v14i3.1288

Mad, Maddened, and Maddening: A Mad Duoethnographic Exploration of Undergraduate Education

2025· article· W4417474497 on OpenAlexaffvenue
Adam Davies, Kathleen Clarke

Bibliographic record

VenueCanadian Journal of Disability Studies · 2025
Typearticle
Language
FieldSocial Sciences
TopicPosthumanist Ethics and Activism
Canadian institutionsWilfrid Laurier UniversityUniversity of Guelph
Fundersnot available
KeywordsIdentity (music)Status quoHigher educationPoliticsState (computer science)Neoliberalism (international relations)

Abstract

fetched live from OpenAlex

Higher education is known to be a hostile environment towards mad(dened) and disabled students, faculty, and staff, who experience high amounts of discrimination, exclusion, and epistemic and institutional violence (Shanouda, 2019). As two activist/scholars with experiences teaching and learning within mad(dening) higher education conditions, we are committed to activism and critique in higher education that cultivates affirming conditions for mad(dened) students through disruptions of the ableist and sanist status quo in higher education. Through a duoethnographic approach (Sawyer & Norris, 2012) that emphasizes the tenets of Pinar’s (1994) currere—which involves an autobiographical exploration of one’s personal experiences within education—this article explores three themes pertaining to undergraduate education: (a) Mad identity, (b) maddened subjectivities, and (c) maddening higher education. We explore these themes through personal and intimate co-writing, with a specific focus on our encounters and learnings with and from mad community, the currently maddened state of neoliberal higher education, and our desire to promote a political maddening of higher education. While distilling these themes, we also advocate for their interconnections and weave our life histories teaching and learning in undergraduate education specifically. Throughout our duoethnographic writing, we strive to critique and disrupt the currently exclusionary conditions of undergraduate education while politicizing madness as an identity and coalitional community. We end by providing recommendations for how higher education can create more affirming learning conditions for undergraduate students while creating space mad community and activism.

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 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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.340
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.005
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.076
GPT teacher head0.372
Teacher spread0.296 · 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 teacher head, not a consensus.

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

Citations1
Published2025
Admission routes2
Has abstractyes

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