Examining the Wrongs Against the Present African Women: An Enquiry on Black Womenâs Roles and Contributions from Antiquity - A Black African Male Scholarly Comparative Perspective
Bibliographic record
Abstract
The thesis examined the roles and contributions of Black women during the African ancient civilization by analyzing the lives, roles and contributions of Queen Hatshepsut and Nefertiti as case studies and interrogates how Black women positioned themselves as political, military and spiritual leaders during the age of antiquity. The argument is that African women were more involved as leaders in the affairs of their communities as compared to the contemporary times. By using African centered paradigms, Afrocentricity and juxtaposing robust anti-colonial and Black feminist thoughts, the thesis investigates and recreates systematic narratives of the past roles of African women at the very height of African civilization, discussed the changes in sex-gender roles and explained why contemporary women continue to experience difficulties in assessing position of leadership and resources. The study reproduces measured facts to confront the blurred roles and contributions of African women and situates it at the centre of education.
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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 | 0.007 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.026 | 0.019 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".