Bibliographic record
Abstract
This article uncovers the hidden stepdaughter’s odyssey to Black African Feminism against the backdrop of Kigandan subservient womanhood and Euro-Canadian racism. The first section recounts early childhood experiences of an othered stepchild, followed by teenage anti-misogynist resistance to structural second-class citizenship in a majoritized boy’s school. Subsequent sections narratively capture the lived experiences of transitioning to racialized and subjugated Black womanhood in Germany and Canada, and the becoming of a proud Black African Anti-racist Feminist. Using personal photographs in the narratives makes the experience more present while the Luganda proverbs call forth the uniqueness of an African experience. This article uncovers different strategies of how a young Black African female combats multiple layers of Kigandan cultural subordination and systemic racism in order to excel as a professional immigration consultant and emerging anti-racism and Black feminism scholar.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.028 | 0.012 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.001 | 0.013 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.042 | 0.006 |
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 source (direct Gemma or distilled Codex), 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".