Nana Yaa Asantewaa, The Queen Mother of Ejisu: The Unsung Heroine of Feminism in Ghana
Bibliographic record
Abstract
This thesis examines the life story of Nana Yaa Asantewaa and its pedagogical implications for schooling and education in Ghana and Canada. Leadership role among women has been a topic in many debates for a long period. For many uninformed writers about the feminist struggles in Africa, Indigenous African women are docile bodies with little or no agencies and resistance power. However, the life history of Nana Yaa Asantewaa questions the legitimacy and accuracy of this misrepresentation of Indigenous African women. In 1900, Yaa Asantewaa led the Ashanti community in a war against the British imperial powers in Ghana. The role Yaa Asantewaa played in the war has made her the legend in history of Ghana and the feminist movement in Ghana. This dissertation examines the traits of Yaa Asantewaa and the pedagogic challenges of teaching Yaa Asantewaa in the public schools in Ghana and Canada.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.012 | 0.008 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".