Racial oases as spaces of positive racial identity socialization among African Canadian post-secondary students
Bibliographic record
Abstract
This article focuses on the need identified by African Canadian students for a “racial oasis” – a physical space designed to increase their exposure to positive racial identities - which can support them in developing a community of support among peers who understand the effects of anti-Black racism, and to identify strategies for coping with racism. Research participants were drawn from a program developed to support African Canadian students navigate post-secondary schooling in Ontario, Canada. Participants indicated that safe spaces were central to developing a positive racial identity, and that these spaces provided opportunities for them to critically reframe their racialized identity. Participants also suggested that the development of a positive racial identity supports degree perseverance and educational pursuits. This research indicates that institutions must be intentional in providing the resources necessary to foster positive racial identity socailization amongst Black students and underscores the benefits of providing “racial oases” in schools, community organizations, and workplaces.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".