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Record W4229447410 · doi:10.1177/00420859221095004

Lies, Denials, and Cover-Ups: The Pervasiveness of Whiteness in School Districts Relations with Black and Racialized Parents

2022· article· en· W4229447410 on OpenAlexaffabout
Vidya Shah, Diana Karolina Grimaldos

Bibliographic record

VenueUrban Education · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicParental Involvement in Education
Canadian institutionsYork University
Fundersnot available
KeywordsHarmSociologyGender studiesStorytellingPower (physics)Race (biology)Property (philosophy)Black maleCover (algebra)DesegregationPolitical scienceLawNarrativeEngineeringArt

Abstract

fetched live from OpenAlex

This study explores whiteness as property in parent engagement as experienced by Black and racialized parents in the Greater Toronto and Hamilton Area in Ontario, Canada. Drawing on counter-storytelling methodology, we explore the active harm endured by parents who have challenged racist educators, policies, and practices. We also explore how educators uphold whiteness as property (and intersections with “smartness” and “goodness”) through a spectrum of coercive power tactics, such as lies, denials, and cover-ups to protect their power and control at the expense of Black and racialized parents and students.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.259
Threshold uncertainty score0.516

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.008
Scholarly communication0.0030.001
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.022
GPT teacher head0.299
Teacher spread0.277 · 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 designQualitative
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

Citations14
Published2022
Admission routes2
Has abstractyes

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Same venueUrban EducationSame topicParental Involvement in EducationFrench-language works237,207