MétaCan
Menu
Back to cohort
Record W2018731451 · doi:10.1080/13613324.2014.885429

‘Racism under the radar’: Student perceptions of school experiences in a multicultural context

2014· article· en· W2018731451 on OpenAlexafffund
Dawn Zinga, Megan Kathleen Gordon

Bibliographic record

VenueRace Ethnicity and Education · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicEarly Childhood Education and Development
Canadian institutionsBrock University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsRacismMulticulturalismContext (archaeology)Multicultural educationPerceptionPedagogyCultural pluralismSociologyFocus groupRacial biasConsciousness raisingCultural diversityPsychologyGender studies

Abstract

fetched live from OpenAlex

In this study focus groups were conducted to explore Aboriginal and Caucasian student perceptions of school experiences within a multicultural context. Five major themes emerged from students’ dialogues that pose several questions about what sort of racist atmosphere the members of this community are being exposed to on a daily basis. The findings of this study underscore an understanding of Aboriginal student resiliency within a school setting that employs successful school initiatives that aim to promote student success. Further inquiry into these findings is needed.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.470
Threshold uncertainty score0.350

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.029
GPT teacher head0.361
Teacher spread0.332 · 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.

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

Citations23
Published2014
Admission routes2
Has abstractyes

Explore more

Same venueRace Ethnicity and EducationSame topicEarly Childhood Education and DevelopmentFrench-language works237,207