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Record W2992622532 · doi:10.65214/2164-7992.1098

Social Justice, Deferred Complicity, and the Moral Plight of the Wealthy

2013· article· en· W2992622532 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

VenueDemocracy & Education · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPrivilege (computing)SociologyComplicityElitePoliticsDemocracyDisadvantagedPower (physics)Political scienceLaw

Abstract

fetched live from OpenAlex

Faced with the facts of economic inequality, the wealthy are confronted with a particular set of moral, social, and political questions, not least of which is the question of how to preserve a sense of being a “good” human being. In the case of justifying privilege, the problem becomes how to position oneself as being uniquely able to enact a superior moral character. In this response to Swalwell’s article, we argue that her data show how being good and having moral standing is a social outcome that is premised on the unequally distributed ability to do certain things, to enact certain roles, and to mobilize particular discourses. Swalwell demonstrated the complicated ways in which privileged students understand what it means to have a commitment to social justice, and her analysis raises questions about the possibility of as well as the potential for educating students with economic privilege toward social justice commitments. In this response we highlight the important symbolic role that economically disadvantaged groups play in the imaginary of students who attend elite private schools and what this illustrates about the ways in which they are complicit in sustaining social inequality.

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)0.000
metaresearch head score (Gemma)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.464
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0000.000
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 head0.074
GPT teacher head0.379
Teacher spread0.306 · 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